diff --git a/assets/jupyter/blog.ipynb.html b/assets/jupyter/blog.ipynb.html
index 255740e00cca..6e83b5d45d50 100644
--- a/assets/jupyter/blog.ipynb.html
+++ b/assets/jupyter/blog.ipynb.html
@@ -1,4 +1,4 @@
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diff --git a/assets/jupyter/l2-guidelines.ipynb.html b/assets/jupyter/l2-guidelines.ipynb.html
index f03f5457dc6e..d9754b3bc185 100644
--- a/assets/jupyter/l2-guidelines.ipynb.html
+++ b/assets/jupyter/l2-guidelines.ipynb.html
@@ -1,4 +1,4 @@
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 .jp-AddAboveIcon{background-image:var(--jp-icon-add-above)}.jp-AddBelowIcon{background-image:var(--jp-icon-add-below)}.jp-AddIcon{background-image:var(--jp-icon-add)}.jp-BellIcon{background-image:var(--jp-icon-bell)}.jp-BugDotIcon{background-image:var(--jp-icon-bug-dot)}.jp-BugIcon{background-image:var(--jp-icon-bug)}.jp-BuildIcon{background-image:var(--jp-icon-build)}.jp-CaretDownEmptyIcon{background-image:var(--jp-icon-caret-down-empty)}.jp-CaretDownEmptyThinIcon{background-image:var(--jp-icon-caret-down-empty-thin)}.jp-CaretDownIcon{background-image:var(--jp-icon-caret-down)}.jp-CaretLeftIcon{background-image:var(--jp-icon-caret-left)}.jp-CaretRightIcon{background-image:var(--jp-icon-caret-right)}.jp-CaretUpEmptyThinIcon{background-image:var(--jp-icon-caret-up-empty-thin)}.jp-CaretUpIcon{background-image:var(--jp-icon-caret-up)}.jp-CaseSensitiveIcon{background-image:var(--jp-icon-case-sensitive)}.jp-CheckIcon{background-image:var(--jp-icon-check)}.jp-CircleEmptyIcon{background-image:var(--jp-icon-circle-empty)}.jp-CircleIcon{background-image:var(--jp-icon-circle)}.jp-ClearIcon{background-image:var(--jp-icon-clear)}.jp-CloseIcon{background-image:var(--jp-icon-close)}.jp-CodeCheckIcon{background-image:var(--jp-icon-code-check)}.jp-CodeIcon{background-image:var(--jp-icon-code)}.jp-CollapseAllIcon{background-image:var(--jp-icon-collapse-all)}.jp-ConsoleIcon{background-image:var(--jp-icon-console)}.jp-CopyIcon{background-image:var(--jp-icon-copy)}.jp-CopyrightIcon{background-image:var(--jp-icon-copyright)}.jp-CutIcon{background-image:var(--jp-icon-cut)}.jp-DeleteIcon{background-image:var(--jp-icon-delete)}.jp-DownloadIcon{background-image:var(--jp-icon-download)}.jp-DuplicateIcon{background-image:var(--jp-icon-duplicate)}.jp-EditIcon{background-image:var(--jp-icon-edit)}.jp-EllipsesIcon{background-image:var(--jp-icon-ellipses)}.jp-ErrorIcon{background-image:var(--jp-icon-error)}.jp-ExpandAllIcon{background-image:var(--jp-icon-expand-all)}.jp-ExtensionIcon{background-image:var(--jp-icon-extension)}.jp-FastForwardIcon{background-image:var(--jp-icon-fast-forward)}.jp-FileIcon{background-image:var(--jp-icon-file)}.jp-FileUploadIcon{background-image:var(--jp-icon-file-upload)}.jp-FilterDotIcon{background-image:var(--jp-icon-filter-dot)}.jp-FilterIcon{background-image:var(--jp-icon-filter)}.jp-FilterListIcon{background-image:var(--jp-icon-filter-list)}.jp-FolderFavoriteIcon{background-image:var(--jp-icon-folder-favorite)}.jp-FolderIcon{background-image:var(--jp-icon-folder)}.jp-HomeIcon{background-image:var(--jp-icon-home)}.jp-Html5Icon{background-image:var(--jp-icon-html5)}.jp-ImageIcon{background-image:var(--jp-icon-image)}.jp-InfoIcon{background-image:var(--jp-icon-info)}.jp-InspectorIcon{background-image:var(--jp-icon-inspector)}.jp-JsonIcon{background-image:var(--jp-icon-json)}.jp-JuliaIcon{background-image:var(--jp-icon-julia)}.jp-JupyterFaviconIcon{background-image:var(--jp-icon-jupyter-favicon)}.jp-JupyterIcon{background-image:var(--jp-icon-jupyter)}.jp-JupyterlabWordmarkIcon{background-image:var(--jp-icon-jupyterlab-wordmark)}.jp-KernelIcon{background-image:var(--jp-icon-kernel)}.jp-KeyboardIcon{background-image:var(--jp-icon-keyboard)}.jp-LaunchIcon{background-image:var(--jp-icon-launch)}.jp-LauncherIcon{background-image:var(--jp-icon-launcher)}.jp-LineFormIcon{background-image:var(--jp-icon-line-form)}.jp-LinkIcon{background-image:var(--jp-icon-link)}.jp-ListIcon{background-image:var(--jp-icon-list)}.jp-MarkdownIcon{background-image:var(--jp-icon-markdown)}.jp-MoveDownIcon{background-image:var(--jp-icon-move-down)}.jp-MoveUpIcon{background-image:var(--jp-icon-move-up)}.jp-NewFolderIcon{background-image:var(--jp-icon-new-folder)}.jp-NotTrustedIcon{background-image:var(--jp-icon-not-trusted)}.jp-NotebookIcon{background-image:var(--jp-icon-notebook)}.jp-NumberingIcon{background-image:var(--jp-icon-numbering)}.jp-OfflineBoltIcon{background-image:var(--jp-icon-offline-bolt)}.jp-PaletteIcon{background-image:var(--jp-icon-palette)}.jp-PasteIcon{background-image:var(--jp-icon-paste)}.jp-PdfIcon{background-image:var(--jp-icon-pdf)}.jp-PythonIcon{background-image:var(--jp-icon-python)}.jp-RKernelIcon{background-image:var(--jp-icon-r-kernel)}.jp-ReactIcon{background-image:var(--jp-icon-react)}.jp-RedoIcon{background-image:var(--jp-icon-redo)}.jp-RefreshIcon{background-image:var(--jp-icon-refresh)}.jp-RegexIcon{background-image:var(--jp-icon-regex)}.jp-RunIcon{background-image:var(--jp-icon-run)}.jp-RunningIcon{background-image:var(--jp-icon-running)}.jp-SaveIcon{background-image:var(--jp-icon-save)}.jp-SearchIcon{background-image:var(--jp-icon-search)}.jp-SettingsIcon{background-image:var(--jp-icon-settings)}.jp-ShareIcon{background-image:var(--jp-icon-share)}.jp-SpreadsheetIcon{background-image:var(--jp-icon-spreadsheet)}.jp-StopIcon{background-image:var(--jp-icon-stop)}.jp-TabIcon{background-image:var(--jp-icon-tab)}.jp-TableRowsIcon{background-image:var(--jp-icon-table-rows)}.jp-TagIcon{background-image:var(--jp-icon-tag)}
 .jp-TerminalIcon{background-image:var(--jp-icon-terminal)}.jp-TextEditorIcon{background-image:var(--jp-icon-text-editor)}.jp-TocIcon{background-image:var(--jp-icon-toc)}.jp-TreeViewIcon{background-image:var(--jp-icon-tree-view)}.jp-TrustedIcon{background-image:var(--jp-icon-trusted)}.jp-UndoIcon{background-image:var(--jp-icon-undo)}.jp-UserIcon{background-image:var(--jp-icon-user)}.jp-UsersIcon{background-image:var(--jp-icon-users)}.jp-VegaIcon{background-image:var(--jp-icon-vega)}.jp-WordIcon{background-image:var(--jp-icon-word)}.jp-YamlIcon{background-image:var(--jp-icon-yaml)}.jp-Icon,.jp-MaterialIcon{background-position:center;background-repeat:no-repeat;background-size:16px;min-width:16px;min-height:16px}.jp-Icon-cover{background-position:center;background-repeat:no-repeat;background-size:cover}.jp-Icon-16{background-size:16px;min-width:16px;min-height:16px}.jp-Icon-18{background-size:18px;min-width:18px;min-height:18px}.jp-Icon-20{background-size:20px;min-width:20px;min-height:20px}.lm-TabBar .lm-TabBar-addButton{align-items:center;display:flex;padding:4px;padding-bottom:5px;margin-right:1px;background-color:var(--jp-layout-color2)}.lm-TabBar .lm-TabBar-addButton:hover{background-color:var(--jp-layout-color1)}.lm-DockPanel-tabBar .lm-TabBar-tab{width:var(--jp-private-horizontal-tab-width)}.lm-DockPanel-tabBar .lm-TabBar-content{flex:unset}.lm-DockPanel-tabBar[data-orientation='horizontal']{flex:1 1 auto}.jp-icon0[fill]{fill:var(--jp-inverse-layout-color0)}.jp-icon1[fill]{fill:var(--jp-inverse-layout-color1)}.jp-icon2[fill]{fill:var(--jp-inverse-layout-color2)}.jp-icon3[fill]{fill:var(--jp-inverse-layout-color3)}.jp-icon4[fill]{fill:var(--jp-inverse-layout-color4)}.jp-icon0[stroke]{stroke:var(--jp-inverse-layout-color0)}.jp-icon1[stroke]{stroke:var(--jp-inverse-layout-color1)}.jp-icon2[stroke]{stroke:var(--jp-inverse-layout-color2)}.jp-icon3[stroke]{stroke:var(--jp-inverse-layout-color3)}.jp-icon4[stroke]{stroke:var(--jp-inverse-layout-color4)}.jp-icon-accent0[fill]{fill:var(--jp-layout-color0)}.jp-icon-accent1[fill]{fill:var(--jp-layout-color1)}.jp-icon-accent2[fill]{fill:var(--jp-layout-color2)}.jp-icon-accent3[fill]{fill:var(--jp-layout-color3)}.jp-icon-accent4[fill]{fill:var(--jp-layout-color4)}.jp-icon-accent0[stroke]{stroke:var(--jp-layout-color0)}.jp-icon-accent1[stroke]{stroke:var(--jp-layout-color1)}.jp-icon-accent2[stroke]{stroke:var(--jp-layout-color2)}.jp-icon-accent3[stroke]{stroke:var(--jp-layout-color3)}.jp-icon-accent4[stroke]{stroke:var(--jp-layout-color4)}.jp-icon-none[fill]{fill:none}.jp-icon-none[stroke]{stroke:none}.jp-icon-brand0[fill]{fill:var(--jp-brand-color0)}.jp-icon-brand1[fill]{fill:var(--jp-brand-color1)}.jp-icon-brand2[fill]{fill:var(--jp-brand-color2)}.jp-icon-brand3[fill]{fill:var(--jp-brand-color3)}.jp-icon-brand4[fill]{fill:var(--jp-brand-color4)}.jp-icon-brand0[stroke]{stroke:var(--jp-brand-color0)}.jp-icon-brand1[stroke]{stroke:var(--jp-brand-color1)}.jp-icon-brand2[stroke]{stroke:var(--jp-brand-color2)}.jp-icon-brand3[stroke]{stroke:var(--jp-brand-color3)}.jp-icon-brand4[stroke]{stroke:var(--jp-brand-color4)}.jp-icon-warn0[fill]{fill:var(--jp-warn-color0)}.jp-icon-warn1[fill]{fill:var(--jp-warn-color1)}.jp-icon-warn2[fill]{fill:var(--jp-warn-color2)}.jp-icon-warn3[fill]{fill:var(--jp-warn-color3)}.jp-icon-warn0[stroke]{stroke:var(--jp-warn-color0)}.jp-icon-warn1[stroke]{stroke:var(--jp-warn-color1)}.jp-icon-warn2[stroke]{stroke:var(--jp-warn-color2)}.jp-icon-warn3[stroke]{stroke:var(--jp-warn-color3)}.jp-icon-contrast0[fill]{fill:var(--jp-icon-contrast-color0)}.jp-icon-contrast1[fill]{fill:var(--jp-icon-contrast-color1)}.jp-icon-contrast2[fill]{fill:var(--jp-icon-contrast-color2)}.jp-icon-contrast3[fill]{fill:var(--jp-icon-contrast-color3)}.jp-icon-contrast0[stroke]{stroke:var(--jp-icon-contrast-color0)}.jp-icon-contrast1[stroke]{stroke:var(--jp-icon-contrast-color1)}.jp-icon-contrast2[stroke]{stroke:var(--jp-icon-contrast-color2)}.jp-icon-contrast3[stroke]{stroke:var(--jp-icon-contrast-color3)}.jp-icon-dot[fill]{fill:var(--jp-warn-color0)}.jp-jupyter-icon-color[fill]{fill:var(--jp-jupyter-icon-color,var(--jp-warn-color0))}.jp-notebook-icon-color[fill]{fill:var(--jp-notebook-icon-color,var(--jp-warn-color0))}.jp-json-icon-color[fill]{fill:var(--jp-json-icon-color,var(--jp-warn-color1))}.jp-console-icon-color[fill]{fill:var(--jp-console-icon-color,white)}.jp-console-icon-background-color[fill]{fill:var(--jp-console-icon-background-color,var(--jp-brand-color1))}.jp-terminal-icon-color[fill]{fill:var(--jp-terminal-icon-color,var(--jp-layout-color2))}.jp-terminal-icon-background-color[fill]{fill:var(--jp-terminal-icon-background-color,var(--jp-inverse-layout-color2))}.jp-text-editor-icon-color[fill]{fill:var(--jp-text-editor-icon-color,var(--jp-inverse-layout-color3))}.jp-inspector-icon-color[fill]{fill:var(--jp-inspector-icon-color,var(--jp-inverse-layout-color3))}.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill]{fill:#fff}.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill]{fill:var(--jp-brand-color1)}
@@ -229,7 +229,7 @@
 <span class="n">response</span> <span class="o">=</span> <span class="n">get_completion</span><span class="p">(</span><span class="n">prompt</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
 </pre></div> </div> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=immediate-sailing"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="cm-editor cm-s-jupyter"> <div class="highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
-</pre></div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=royal-gathering"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h2 id="Wydanie-2.-Tekst-skupia-si%C4%99-na-niew%C5%82a%C5%9Bciwych-szczeg%C3%B3%C5%82ach">Wydanie 2. Tekst skupia się na niewłaściwych szczegółach<a class="anchor-link" href="#Wydanie-2.-Tekst-skupia-si%C4%99-na-niew%C5%82a%C5%9Bciwych-szczeg%C3%B3%C5%82ach">¶</a></h2><ul> <li>Poproś, aby skupił się na aspektach, które są istotne dla docelowych odbiorców.</li> </ul> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=assisted-trustee"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="cm-editor cm-s-jupyter"> <div class="highlight hl-ipython3"><pre><span></span><span class="n">prompt</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"""</span>
+</pre></div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=royal-gathering"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h2 id="Problem-2.-Tekst-skupia-si%C4%99-na-niew%C5%82a%C5%9Bciwych-szczeg%C3%B3%C5%82ach">Problem 2. Tekst skupia się na niewłaściwych szczegółach<a class="anchor-link" href="#Problem-2.-Tekst-skupia-si%C4%99-na-niew%C5%82a%C5%9Bciwych-szczeg%C3%B3%C5%82ach">¶</a></h2><ul> <li>Poproś, aby skupił się na aspektach, które są istotne dla docelowych odbiorców.</li> </ul> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=assisted-trustee"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="cm-editor cm-s-jupyter"> <div class="highlight hl-ipython3"><pre><span></span><span class="n">prompt</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"""</span>
 <span class="s2">Your task is to help a marketing team create a </span>
 <span class="s2">description for a retail website of a product based </span>
 <span class="s2">on a technical fact sheet.</span>
@@ -289,7 +289,7 @@
 <span class="s2">"""</span>
 <span class="n">response</span> <span class="o">=</span> <span class="n">get_completion</span><span class="p">(</span><span class="n">prompt</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
-</pre></div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=flush-grave"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h2 id="Wydanie-3.-Opis-wymaga-tabeli-wymiar%C3%B3w">Wydanie 3. Opis wymaga tabeli wymiarów<a class="anchor-link" href="#Wydanie-3.-Opis-wymaga-tabeli-wymiar%C3%B3w">¶</a></h2><ul> <li>Poproś o wyodrębnienie informacji i uporządkowanie ich w tabeli.</li> </ul> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=legendary-definition"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="cm-editor cm-s-jupyter"> <div class="highlight hl-ipython3"><pre><span></span><span class="n">prompt</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"""</span>
+</pre></div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=flush-grave"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h2 id="Problem-3.-Opis-wymaga-tabeli-wymiar%C3%B3w">Problem 3. Opis wymaga tabeli wymiarów<a class="anchor-link" href="#Problem-3.-Opis-wymaga-tabeli-wymiar%C3%B3w">¶</a></h2><ul> <li>Poproś o wyodrębnienie informacji i uporządkowanie ich w tabeli.</li> </ul> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=legendary-definition"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="cm-editor cm-s-jupyter"> <div class="highlight hl-ipython3"><pre><span></span><span class="n">prompt</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"""</span>
 <span class="s2">Your task is to help a marketing team create a </span>
 <span class="s2">description for a retail website of a product based </span>
 <span class="s2">on a technical fact sheet.</span>
diff --git a/assets/jupyter/l4-summarizing.ipynb.html b/assets/jupyter/l4-summarizing.ipynb.html
index 96fb60a00f82..052cca5594c5 100644
--- a/assets/jupyter/l4-summarizing.ipynb.html
+++ b/assets/jupyter/l4-summarizing.ipynb.html
@@ -1,4 +1,4 @@
-<!DOCTYPE html> <html lang="en"> <head><meta charset="utf-8"/> <meta content="width=device-width, initial-scale=1.0" name="viewport"/> <title>jekyll-jupyter-notebook20231110-1930-alal4z</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script> <style type="text/css">pre{line-height:125%}td.linenos .normal{color:inherit;background-color:transparent;padding-left:5px;padding-right:5px}span.linenos{color:inherit;background-color:transparent;padding-left:5px;padding-right:5px}td.linenos .special{color:#000;background-color:#ffffc0;padding-left:5px;padding-right:5px}span.linenos.special{color:#000;background-color:#ffffc0;padding-left:5px;padding-right:5px}.highlight .hll{background-color:var(--jp-cell-editor-active-background)}.highlight{background:var(--jp-cell-editor-background);color:var(--jp-mirror-editor-variable-color)}.highlight .c{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight 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.kp{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kr{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kt{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .m{color:var(--jp-mirror-editor-number-color)}.highlight .s{color:var(--jp-mirror-editor-string-color)}.highlight .ow{color:var(--jp-mirror-editor-operator-color);font-weight:bold}.highlight .w{color:var(--jp-mirror-editor-variable-color)}.highlight .mb{color:var(--jp-mirror-editor-number-color)}.highlight .mf{color:var(--jp-mirror-editor-number-color)}.highlight .mh{color:var(--jp-mirror-editor-number-color)}.highlight .mi{color:var(--jp-mirror-editor-number-color)}.highlight .mo{color:var(--jp-mirror-editor-number-color)}.highlight .sa{color:var(--jp-mirror-editor-string-color)}.highlight .sb{color:var(--jp-mirror-editor-string-color)}.highlight .sc{color:var(--jp-mirror-editor-string-color)}.highlight .dl{color:var(--jp-mirror-editor-string-color)}.highlight .sd{color:var(--jp-mirror-editor-string-color)}.highlight .s2{color:var(--jp-mirror-editor-string-color)}.highlight .se{color:var(--jp-mirror-editor-string-color)}.highlight .sh{color:var(--jp-mirror-editor-string-color)}.highlight .si{color:var(--jp-mirror-editor-string-color)}.highlight .sx{color:var(--jp-mirror-editor-string-color)}.highlight .sr{color:var(--jp-mirror-editor-string-color)}.highlight .s1{color:var(--jp-mirror-editor-string-color)}.highlight .ss{color:var(--jp-mirror-editor-string-color)}.highlight .il{color:var(--jp-mirror-editor-number-color)}</style> <style type="text/css">[data-jp-theme-scrollbars='true']{scrollbar-color:rgb(var(--jp-scrollbar-thumb-color)) var(--jp-scrollbar-background-color)}[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),0.5) transparent}.jp-scrollbar-tiny{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),0.5) transparent;scrollbar-width:thin}.jp-scrollbar-tiny::-webkit-scrollbar,.jp-scrollbar-tiny::-webkit-scrollbar-corner{background-color:transparent;height:4px;width:4px}.jp-scrollbar-tiny::-webkit-scrollbar-thumb{background:rgba(var(--jp-scrollbar-thumb-color),0.5)}.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal{border-left:0 solid transparent;border-right:0 solid transparent}.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical{border-top:0 solid transparent;border-bottom:0 solid transparent}.lm-ScrollBar[data-orientation='horizontal']{min-height:16px;max-height:16px;min-width:45px;border-top:1px solid #a0a0a0}.lm-ScrollBar[data-orientation='vertical']{min-width:16px;max-width:16px;min-height:45px;border-left:1px solid #a0a0a0}.lm-ScrollBar-button{background-color:#f0f0f0;background-position:center center;min-height:15px;max-height:15px;min-width:15px;max-width:15px}.lm-ScrollBar-button:hover{background-color:#dadada}.lm-ScrollBar-button.lm-mod-active{background-color:#cdcdcd}.lm-ScrollBar-track{background:#f0f0f0}.lm-ScrollBar-thumb{background:#cdcdcd}.lm-ScrollBar-thumb:hover{background:#bababa}.lm-ScrollBar-thumb.lm-mod-active{background:#a0a0a0}.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb{height:100%;min-width:15px;border-left:1px solid #a0a0a0;border-right:1px solid #a0a0a0}.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb{width:100%;min-height:15px;border-top:1px solid #a0a0a0;border-bottom:1px solid #a0a0a0}.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-button[data-action='decrement']{background-image:var(--jp-icon-caret-left);background-size:17px}.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-button[data-action='increment']{background-image:var(--jp-icon-caret-right);background-size:17px}.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-button[data-action='decrement']{background-image:var(--jp-icon-caret-up);background-size:17px}.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-button[data-action='increment']{background-image:var(--jp-icon-caret-down);background-size:17px}.lm-Widget{box-sizing:border-box;position:relative;overflow:hidden}.lm-Widget.lm-mod-hidden{display:none!important}.lm-AccordionPanel[data-orientation='horizontal']>.lm-AccordionPanel-title{display:block;transform-origin:top left;transform:rotate(-90deg) translate(-100%)}.lm-CommandPalette{display:flex;flex-direction:column;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.lm-CommandPalette-search{flex:0 0 auto}.lm-CommandPalette-content{flex:1 1 auto;margin:0;padding:0;min-height:0;overflow:auto;list-style-type:none}.lm-CommandPalette-header{overflow:hidden;white-space:nowrap;text-overflow:ellipsis}.lm-CommandPalette-item{display:flex;flex-direction:row}.lm-CommandPalette-itemIcon{flex:0 0 auto}.lm-CommandPalette-itemContent{flex:1 1 auto;overflow:hidden}.lm-CommandPalette-itemShortcut{flex:0 0 auto}.lm-CommandPalette-itemLabel{overflow:hidden;white-space:nowrap;text-overflow:ellipsis}.lm-close-icon{border:1px solid transparent;background-color:transparent;position:absolute;z-index:1;right:3%;top:0;bottom:0;margin:auto;padding:7px 0;display:none;vertical-align:middle;outline:0;cursor:pointer}.lm-close-icon:after{content:'X';display:block;width:15px;height:15px;text-align:center;color:#000;font-weight:normal;font-size:12px;cursor:pointer}.lm-DockPanel{z-index:0}.lm-DockPanel-widget{z-index:0}.lm-DockPanel-tabBar{z-index:1}.lm-DockPanel-handle{z-index:2}.lm-DockPanel-handle.lm-mod-hidden{display:none!important}.lm-DockPanel-handle:after{position:absolute;top:0;left:0;width:100%;height:100%;content:''}.lm-DockPanel-handle[data-orientation='horizontal']{cursor:ew-resize}.lm-DockPanel-handle[data-orientation='vertical']{cursor:ns-resize}.lm-DockPanel-handle[data-orientation='horizontal']:after{left:50%;min-width:8px;transform:translateX(-50%)}.lm-DockPanel-handle[data-orientation='vertical']:after{top:50%;min-height:8px;transform:translateY(-50%)}.lm-DockPanel-overlay{z-index:3;box-sizing:border-box;pointer-events:none}
+<!DOCTYPE html> <html lang="en"> <head><meta charset="utf-8"/> <meta content="width=device-width, initial-scale=1.0" name="viewport"/> <title>jekyll-jupyter-notebook20231110-1975-c2tgv8</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script> <style type="text/css">pre{line-height:125%}td.linenos .normal{color:inherit;background-color:transparent;padding-left:5px;padding-right:5px}span.linenos{color:inherit;background-color:transparent;padding-left:5px;padding-right:5px}td.linenos .special{color:#000;background-color:#ffffc0;padding-left:5px;padding-right:5px}span.linenos.special{color:#000;background-color:#ffffc0;padding-left:5px;padding-right:5px}.highlight .hll{background-color:var(--jp-cell-editor-active-background)}.highlight{background:var(--jp-cell-editor-background);color:var(--jp-mirror-editor-variable-color)}.highlight .c{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .err{color:var(--jp-mirror-editor-error-color)}.highlight .k{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .o{color:var(--jp-mirror-editor-operator-color);font-weight:bold}.highlight .p{color:var(--jp-mirror-editor-punctuation-color)}.highlight .ch{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .cm{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .cp{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .cpf{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .c1{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .cs{color:var(--jp-mirror-editor-comment-color);font-style:italic}.highlight .kc{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kd{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kn{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kp{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kr{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .kt{color:var(--jp-mirror-editor-keyword-color);font-weight:bold}.highlight .m{color:var(--jp-mirror-editor-number-color)}.highlight .s{color:var(--jp-mirror-editor-string-color)}.highlight .ow{color:var(--jp-mirror-editor-operator-color);font-weight:bold}.highlight .w{color:var(--jp-mirror-editor-variable-color)}.highlight .mb{color:var(--jp-mirror-editor-number-color)}.highlight .mf{color:var(--jp-mirror-editor-number-color)}.highlight .mh{color:var(--jp-mirror-editor-number-color)}.highlight .mi{color:var(--jp-mirror-editor-number-color)}.highlight .mo{color:var(--jp-mirror-editor-number-color)}.highlight .sa{color:var(--jp-mirror-editor-string-color)}.highlight .sb{color:var(--jp-mirror-editor-string-color)}.highlight .sc{color:var(--jp-mirror-editor-string-color)}.highlight .dl{color:var(--jp-mirror-editor-string-color)}.highlight .sd{color:var(--jp-mirror-editor-string-color)}.highlight .s2{color:var(--jp-mirror-editor-string-color)}.highlight .se{color:var(--jp-mirror-editor-string-color)}.highlight .sh{color:var(--jp-mirror-editor-string-color)}.highlight .si{color:var(--jp-mirror-editor-string-color)}.highlight .sx{color:var(--jp-mirror-editor-string-color)}.highlight .sr{color:var(--jp-mirror-editor-string-color)}.highlight .s1{color:var(--jp-mirror-editor-string-color)}.highlight .ss{color:var(--jp-mirror-editor-string-color)}.highlight .il{color:var(--jp-mirror-editor-number-color)}</style> <style type="text/css">[data-jp-theme-scrollbars='true']{scrollbar-color:rgb(var(--jp-scrollbar-thumb-color)) var(--jp-scrollbar-background-color)}[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),0.5) transparent}.jp-scrollbar-tiny{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),0.5) transparent;scrollbar-width:thin}.jp-scrollbar-tiny::-webkit-scrollbar,.jp-scrollbar-tiny::-webkit-scrollbar-corner{background-color:transparent;height:4px;width:4px}.jp-scrollbar-tiny::-webkit-scrollbar-thumb{background:rgba(var(--jp-scrollbar-thumb-color),0.5)}.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal{border-left:0 solid transparent;border-right:0 solid transparent}.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical{border-top:0 solid transparent;border-bottom:0 solid transparent}.lm-ScrollBar[data-orientation='horizontal']{min-height:16px;max-height:16px;min-width:45px;border-top:1px solid #a0a0a0}.lm-ScrollBar[data-orientation='vertical']{min-width:16px;max-width:16px;min-height:45px;border-left:1px solid #a0a0a0}.lm-ScrollBar-button{background-color:#f0f0f0;background-position:center center;min-height:15px;max-height:15px;min-width:15px;max-width:15px}.lm-ScrollBar-button:hover{background-color:#dadada}.lm-ScrollBar-button.lm-mod-active{background-color:#cdcdcd}.lm-ScrollBar-track{background:#f0f0f0}.lm-ScrollBar-thumb{background:#cdcdcd}.lm-ScrollBar-thumb:hover{background:#bababa}.lm-ScrollBar-thumb.lm-mod-active{background:#a0a0a0}.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb{height:100%;min-width:15px;border-left:1px solid #a0a0a0;border-right:1px solid #a0a0a0}.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb{width:100%;min-height:15px;border-top:1px solid #a0a0a0;border-bottom:1px solid #a0a0a0}.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-button[data-action='decrement']{background-image:var(--jp-icon-caret-left);background-size:17px}.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-button[data-action='increment']{background-image:var(--jp-icon-caret-right);background-size:17px}.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-button[data-action='decrement']{background-image:var(--jp-icon-caret-up);background-size:17px}.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-button[data-action='increment']{background-image:var(--jp-icon-caret-down);background-size:17px}.lm-Widget{box-sizing:border-box;position:relative;overflow:hidden}.lm-Widget.lm-mod-hidden{display:none!important}.lm-AccordionPanel[data-orientation='horizontal']>.lm-AccordionPanel-title{display:block;transform-origin:top left;transform:rotate(-90deg) translate(-100%)}.lm-CommandPalette{display:flex;flex-direction:column;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.lm-CommandPalette-search{flex:0 0 auto}.lm-CommandPalette-content{flex:1 1 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0;display:none;vertical-align:middle;outline:0;cursor:pointer}.lm-close-icon:after{content:'X';display:block;width:15px;height:15px;text-align:center;color:#000;font-weight:normal;font-size:12px;cursor:pointer}.lm-DockPanel{z-index:0}.lm-DockPanel-widget{z-index:0}.lm-DockPanel-tabBar{z-index:1}.lm-DockPanel-handle{z-index:2}.lm-DockPanel-handle.lm-mod-hidden{display:none!important}.lm-DockPanel-handle:after{position:absolute;top:0;left:0;width:100%;height:100%;content:''}.lm-DockPanel-handle[data-orientation='horizontal']{cursor:ew-resize}.lm-DockPanel-handle[data-orientation='vertical']{cursor:ns-resize}.lm-DockPanel-handle[data-orientation='horizontal']:after{left:50%;min-width:8px;transform:translateX(-50%)}.lm-DockPanel-handle[data-orientation='vertical']:after{top:50%;min-height:8px;transform:translateY(-50%)}.lm-DockPanel-overlay{z-index:3;box-sizing:border-box;pointer-events:none}
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auto}.lm-ScrollBar-thumb{box-sizing:border-box;position:absolute}.lm-SplitPanel-child{z-index:0}.lm-SplitPanel-handle{z-index:1}.lm-SplitPanel-handle.lm-mod-hidden{display:none!important}.lm-SplitPanel-handle:after{position:absolute;top:0;left:0;width:100%;height:100%;content:''}.lm-SplitPanel[data-orientation='horizontal']>.lm-SplitPanel-handle{cursor:ew-resize}.lm-SplitPanel[data-orientation='vertical']>.lm-SplitPanel-handle{cursor:ns-resize}.lm-SplitPanel[data-orientation='horizontal']>.lm-SplitPanel-handle:after{left:50%;min-width:8px;transform:translateX(-50%)}.lm-SplitPanel[data-orientation='vertical']>.lm-SplitPanel-handle:after{top:50%;min-height:8px;transform:translateY(-50%)}.lm-TabBar{display:flex;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.lm-TabBar[data-orientation='horizontal']{flex-direction:row;align-items:flex-end}.lm-TabBar[data-orientation='vertical']{flex-direction:column;align-items:flex-end}.lm-TabBar-content{margin:0;padding:0;display:flex;flex:1 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index c2cbfa702ded..11c52b665e95 100644
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diff --git a/assets/jupyter/l8-chatbot.ipynb.html b/assets/jupyter/l8-chatbot.ipynb.html
index a403cfaf5cf3..12138c6d1540 100644
--- a/assets/jupyter/l8-chatbot.ipynb.html
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 .jp-TerminalIcon{background-image:var(--jp-icon-terminal)}.jp-TextEditorIcon{background-image:var(--jp-icon-text-editor)}.jp-TocIcon{background-image:var(--jp-icon-toc)}.jp-TreeViewIcon{background-image:var(--jp-icon-tree-view)}.jp-TrustedIcon{background-image:var(--jp-icon-trusted)}.jp-UndoIcon{background-image:var(--jp-icon-undo)}.jp-UserIcon{background-image:var(--jp-icon-user)}.jp-UsersIcon{background-image:var(--jp-icon-users)}.jp-VegaIcon{background-image:var(--jp-icon-vega)}.jp-WordIcon{background-image:var(--jp-icon-word)}.jp-YamlIcon{background-image:var(--jp-icon-yaml)}.jp-Icon,.jp-MaterialIcon{background-position:center;background-repeat:no-repeat;background-size:16px;min-width:16px;min-height:16px}.jp-Icon-cover{background-position:center;background-repeat:no-repeat;background-size:cover}.jp-Icon-16{background-size:16px;min-width:16px;min-height:16px}.jp-Icon-18{background-size:18px;min-width:18px;min-height:18px}.jp-Icon-20{background-size:20px;min-width:20px;min-height:20px}.lm-TabBar .lm-TabBar-addButton{align-items:center;display:flex;padding:4px;padding-bottom:5px;margin-right:1px;background-color:var(--jp-layout-color2)}.lm-TabBar .lm-TabBar-addButton:hover{background-color:var(--jp-layout-color1)}.lm-DockPanel-tabBar .lm-TabBar-tab{width:var(--jp-private-horizontal-tab-width)}.lm-DockPanel-tabBar .lm-TabBar-content{flex:unset}.lm-DockPanel-tabBar[data-orientation='horizontal']{flex:1 1 auto}.jp-icon0[fill]{fill:var(--jp-inverse-layout-color0)}.jp-icon1[fill]{fill:var(--jp-inverse-layout-color1)}.jp-icon2[fill]{fill:var(--jp-inverse-layout-color2)}.jp-icon3[fill]{fill:var(--jp-inverse-layout-color3)}.jp-icon4[fill]{fill:var(--jp-inverse-layout-color4)}.jp-icon0[stroke]{stroke:var(--jp-inverse-layout-color0)}.jp-icon1[stroke]{stroke:var(--jp-inverse-layout-color1)}.jp-icon2[stroke]{stroke:var(--jp-inverse-layout-color2)}.jp-icon3[stroke]{stroke:var(--jp-inverse-layout-color3)}.jp-icon4[stroke]{stroke:var(--jp-inverse-layout-color4)}.jp-icon-accent0[fill]{fill:var(--jp-layout-color0)}.jp-icon-accent1[fill]{fill:var(--jp-layout-color1)}.jp-icon-accent2[fill]{fill:var(--jp-layout-color2)}.jp-icon-accent3[fill]{fill:var(--jp-layout-color3)}.jp-icon-accent4[fill]{fill:var(--jp-layout-color4)}.jp-icon-accent0[stroke]{stroke:var(--jp-layout-color0)}.jp-icon-accent1[stroke]{stroke:var(--jp-layout-color1)}.jp-icon-accent2[stroke]{stroke:var(--jp-layout-color2)}.jp-icon-accent3[stroke]{stroke:var(--jp-layout-color3)}.jp-icon-accent4[stroke]{stroke:var(--jp-layout-color4)}.jp-icon-none[fill]{fill:none}.jp-icon-none[stroke]{stroke:none}.jp-icon-brand0[fill]{fill:var(--jp-brand-color0)}.jp-icon-brand1[fill]{fill:var(--jp-brand-color1)}.jp-icon-brand2[fill]{fill:var(--jp-brand-color2)}.jp-icon-brand3[fill]{fill:var(--jp-brand-color3)}.jp-icon-brand4[fill]{fill:var(--jp-brand-color4)}.jp-icon-brand0[stroke]{stroke:var(--jp-brand-color0)}.jp-icon-brand1[stroke]{stroke:var(--jp-brand-color1)}.jp-icon-brand2[stroke]{stroke:var(--jp-brand-color2)}.jp-icon-brand3[stroke]{stroke:var(--jp-brand-color3)}.jp-icon-brand4[stroke]{stroke:var(--jp-brand-color4)}.jp-icon-warn0[fill]{fill:var(--jp-warn-color0)}.jp-icon-warn1[fill]{fill:var(--jp-warn-color1)}.jp-icon-warn2[fill]{fill:var(--jp-warn-color2)}.jp-icon-warn3[fill]{fill:var(--jp-warn-color3)}.jp-icon-warn0[stroke]{stroke:var(--jp-warn-color0)}.jp-icon-warn1[stroke]{stroke:var(--jp-warn-color1)}.jp-icon-warn2[stroke]{stroke:var(--jp-warn-color2)}.jp-icon-warn3[stroke]{stroke:var(--jp-warn-color3)}.jp-icon-contrast0[fill]{fill:var(--jp-icon-contrast-color0)}.jp-icon-contrast1[fill]{fill:var(--jp-icon-contrast-color1)}.jp-icon-contrast2[fill]{fill:var(--jp-icon-contrast-color2)}.jp-icon-contrast3[fill]{fill:var(--jp-icon-contrast-color3)}.jp-icon-contrast0[stroke]{stroke:var(--jp-icon-contrast-color0)}.jp-icon-contrast1[stroke]{stroke:var(--jp-icon-contrast-color1)}.jp-icon-contrast2[stroke]{stroke:var(--jp-icon-contrast-color2)}.jp-icon-contrast3[stroke]{stroke:var(--jp-icon-contrast-color3)}.jp-icon-dot[fill]{fill:var(--jp-warn-color0)}.jp-jupyter-icon-color[fill]{fill:var(--jp-jupyter-icon-color,var(--jp-warn-color0))}.jp-notebook-icon-color[fill]{fill:var(--jp-notebook-icon-color,var(--jp-warn-color0))}.jp-json-icon-color[fill]{fill:var(--jp-json-icon-color,var(--jp-warn-color1))}.jp-console-icon-color[fill]{fill:var(--jp-console-icon-color,white)}.jp-console-icon-background-color[fill]{fill:var(--jp-console-icon-background-color,var(--jp-brand-color1))}.jp-terminal-icon-color[fill]{fill:var(--jp-terminal-icon-color,var(--jp-layout-color2))}.jp-terminal-icon-background-color[fill]{fill:var(--jp-terminal-icon-background-color,var(--jp-inverse-layout-color2))}.jp-text-editor-icon-color[fill]{fill:var(--jp-text-editor-icon-color,var(--jp-inverse-layout-color3))}.jp-inspector-icon-color[fill]{fill:var(--jp-inspector-icon-color,var(--jp-inverse-layout-color3))}.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill]{fill:#fff}.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill]{fill:var(--jp-brand-color1)}
diff --git a/feed.xml b/feed.xml
index ea974e711231..734c5c12c82a 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1 +1 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" xml:lang="pl"><generator uri="https://jekyllrb.com/" version="4.3.2">Jekyll</generator><link href="https://szymok.github.io/feed.xml" rel="self" type="application/atom+xml"/><link href="https://szymok.github.io/" rel="alternate" type="text/html" hreflang="pl"/><updated>2023-11-10T20:40:50+00:00</updated><id>https://szymok.github.io/feed.xml</id><title type="html">blank</title><subtitle>Blog o computer vision i ogólnie rozumianej sztucznej inteligencji. To kluczowe narzędzia wspierające decyzje biznesowe i pozwalające na uzyskanie przewagi konkurencyjnej. </subtitle><entry><title type="html">Iteracyjny Rozwój Promptu</title><link href="https://szymok.github.io/blog/2023/iterative-prompt-dev/" rel="alternate" type="text/html" title="Iteracyjny Rozwój Promptu"/><published>2023-10-14T03:21:12+00:00</published><updated>2023-10-14T03:21:12+00:00</updated><id>https://szymok.github.io/blog/2023/iterative-prompt-dev</id><content type="html" xml:base="https://szymok.github.io/blog/2023/iterative-prompt-dev/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/F7iibfCWwAAikHc-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/F7iibfCWwAAikHc-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/F7iibfCWwAAikHc-1400.webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="iteracyjny-rozwój-promptu-krok-po-kroku-do-doskonałości">Iteracyjny Rozwój Promptu: Krok po Kroku do Doskonałości</h1> <p>W fascynującym świecie interakcji z sztuczną inteligencją, iteracyjny rozwój promptu stanowi klucz do odkrywania i ulepszania możliwości, jakie oferują nam te zaawansowane technologie. Wyobraź sobie, że każde polecenie, które dajesz AI, jest jak nasionko, z którego wyrasta drzewo pełne rozmaitych owoców wiedzy i możliwości. Iteracyjny rozwój promptu to proces, w którym każda iteracja, czyli powtórzenie, jest jak kolejny etap wzrostu tego drzewa, przybliżając nas do doskonałego zrozumienia i wykorzystania potencjału AI.</p> <p>W tym artykule zgłębimy, jak krok po kroku rozwijać i udoskonalać nasze prompty. To podróż, w której nauczymy się nie tylko, jak zadawać lepsze pytania, ale również jak interpretować i wykorzystywać odpowiedzi AI w celu ciągłego doskonalenia naszych zapytań. To proces wymagający cierpliwości, analizy i kreatywności, ale jego nagroda jest nieoceniona – zdobycie umiejętności, która staje się coraz bardziej cenna w świecie zdominowanym przez technologię.</p> <p>Podążając tą ścieżką, zrozumiemy, że iteracyjny rozwój promptu to nie tylko techniczna umiejętność. To artystyczne rzemiosło, które łączy w sobie precyzję inżyniera z wyobraźnią poety. Zapraszam Cię do odkrycia, jak przez iteracje, eksperymenty i modyfikacje, możemy odkryć pełnię potencjału dialogu z AI, otwierając nowe horyzonty dla naszej kreatywności i innowacyjności.</p> <h2 id="setup">Setup</h2> <h4 id="załaduj-klucz-api-i-odpowiednie-biblioteki-pythona">Załaduj klucz API i odpowiednie biblioteki Pythona.</h4> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l3-iterative.ipynb.html" style="position: absolute; top: 0; left: 0; border-style: none;" width="100%" height="100%" onload="this.parentElement.style.paddingBottom = (this.contentWindow.document.documentElement.scrollHeight + 10) + 'px'"></iframe> </div> </div>]]></content><author><name></name></author><category term="paper"/><category term="prompt,"/><category term="basics,"/><category term="prompting,"/><category term="chatgpt,"/><category term="llm,"/><category term="conversation"/><summary type="html"><![CDATA[Obraz wygenerowany przy pomocy Midjourney]]></summary></entry><entry><title type="html">Wstęp do Promptingu</title><link href="https://szymok.github.io/blog/2023/guide-prompting/" rel="alternate" type="text/html" title="Wstęp do Promptingu"/><published>2023-10-12T20:55:12+00:00</published><updated>2023-10-12T20:55:12+00:00</updated><id>https://szymok.github.io/blog/2023/guide-prompting</id><content type="html" xml:base="https://szymok.github.io/blog/2023/guide-prompting/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/F7iibfCWwAAikHc-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/F7iibfCWwAAikHc-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/F7iibfCWwAAikHc-1400.webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="uczenie-się-sztuki-promptingu-jak-twój-blog-może-stać-się-akademią-ai">Uczenie się Sztuki Promptingu: Jak Twój Blog Może Stać Się Akademią AI</h1> <p>W dobie cyfrowej rewolucji, gdzie algorytmy kształtują nasz świat w niezliczonych, niewidocznych sposobach, istnieje jedna umiejętność, która wyróżnia się jako klucz do efektywnego wykorzystania potencjału sztucznej inteligencji: <em>prompting</em>. Wprowadzając na swój blog serię lekcji poświęconych tej fascynującej dyscyplinie, chcę otworzyć Ci drzwi do świata, gdzie granice między ludzką kreatywnością a maszynową precyzją stają się coraz bardziej płynne.</p> <p>W świecie, gdzie AI coraz bardziej przenika nasze codzienne życie, umiejętność efektywnego komunikowania się z maszynami jest nie tylko cenna, ale wręcz niezbędna. Chciałym stać się przewodnikiem w tej ekscytującej podróży. Te lekcje to nie tylko szansa na naukę, ale również okazja do otwarcia dyskusji, wymiany doświadczeń i wspólnego rozwoju.</p> <p>Zapraszam Cię do wstąpienia w świat promptingu, gdzie każde pytanie staje się kluczem do nowej wiedzy, a każda odpowiedź otwiera nowe możliwości. Ta seria artykułów to nie tylko przewodnik, to twoja mapa na drodze do opanowania sztuki dialogu z AI. Razem odkryjemy, jak za pomocą prostych poleceń możemy kształtować, uczyć i współpracować z inteligentnymi systemami, odkrywając nowe horyzonty możliwości.</p> <h1 id="wstęp-do-promptingu">Wstęp do promptingu</h1> <p>W tej lekcji przećwiczysz dwie zasady promptowania i związane z nimi taktyki, aby napisać skuteczne podpowiedzi dla dużych modeli językowych.</p> <h2 id="setup">Setup</h2> <h4 id="załaduj-klucz-api-i-odpowiednie-biblioteki-pythona">Załaduj klucz API i odpowiednie biblioteki Pythona.</h4> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l2-guidelines.ipynb.html" style="position: absolute; top: 0; left: 0; border-style: none;" width="100%" height="100%" onload="this.parentElement.style.paddingBottom = (this.contentWindow.document.documentElement.scrollHeight + 10) + 'px'"></iframe> </div> </div>]]></content><author><name></name></author><category term="paper"/><category term="prompt,"/><category term="basics,"/><category term="prompting,"/><category term="chatgpt,"/><category term="llm"/><summary type="html"><![CDATA[Jak, dlaczego i jakich używać taktyk pisania promptów]]></summary></entry><entry><title type="html">Jak Działa Rozpoznawanie Obiektów w Computer Vision?</title><link href="https://szymok.github.io/blog/2023/rozpoznawanie-obrazow/" rel="alternate" type="text/html" title="Jak Działa Rozpoznawanie Obiektów w Computer Vision?"/><published>2023-10-03T03:21:12+00:00</published><updated>2023-10-03T03:21:12+00:00</updated><id>https://szymok.github.io/blog/2023/rozpoznawanie-obrazow</id><content type="html" xml:base="https://szymok.github.io/blog/2023/rozpoznawanie-obrazow/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/F7iibfCWwAAikHc-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/F7iibfCWwAAikHc-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/F7iibfCWwAAikHc-1400.webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="jak-działa-rozpoznawanie-obiektów-w-computer-vision">Jak Działa Rozpoznawanie Obiektów w Computer Vision?</h1> <p>Rozpoznawanie obiektów w Computer Vision to obszar, który odgrywa kluczową rolę w analizie i interpretacji obrazów przez maszyny. Proces ten obejmuje wykorzystanie zaawansowanych algorytmów i technik, które pozwalają komputerom zidentyfikować oraz sklasyfikować obiekty na obrazach. W tym obszernym artykule zgłębimy tajniki rozpoznawania obiektów, wyjaśniając kluczowe etapy tego fascynującego procesu, analizując najnowsze trendy i badania naukowe w dziedzinie.</p> <h2 id="proces-rozpoznawania-obiektów">Proces Rozpoznawania Obiektów</h2> <h3 id="1-segmentacja-obrazu">1. <strong>Segmentacja Obrazu</strong></h3> <p>Pierwszym krokiem w rozpoznawaniu obiektów jest segmentacja obrazu. Algorytmy dzielą obraz na obszary, zwane segmentami, które reprezentują potencjalne obiekty. To podejście pomaga zidentyfikować obszary zainteresowania na obrazie.</p> <h3 id="2-ekstrakcja-cech">2. <strong>Ekstrakcja Cech</strong></h3> <p>Po zidentyfikowaniu obszarów zainteresowania następuje ekstrakcja cech. To proces, w którym algorytmy wyodrębniają istotne informacje z segmentów, takie jak kształt, tekstura czy kolor. Cechy te stanowią podstawę do późniejszej klasyfikacji obiektów.</p> <h3 id="3-klasyfikacja-obiektów">3. <strong>Klasyfikacja Obiektów</strong></h3> <p>Kiedy cechy są wyodrębnione, następuje klasyfikacja obiektów. Algorytmy uczą się rozpoznawać różne klasy obiektów na podstawie wcześniej zebranych danych treningowych. Klasyfikacja może obejmować wiele kategorii, takich jak ludzie, samochody, zwierzęta, itp.</p> <h3 id="4-detekcja-obiektów">4. <strong>Detekcja Obiektów</strong></h3> <p>Detekcja obiektów to etap, w którym algorytmy lokalizują obiekty na obrazie i oznaczają je ramką. Często wykorzystywane są tutaj tzw. modele detekcji, takie jak Faster R-CNN czy YOLO, które umożliwiają skuteczną identyfikację i lokalizację wielu obiektów jednocześnie.</p> <h2 id="złożoność-algorytmów">Złożoność Algorytmów</h2> <p>Zrozumienie złożoności algorytmów wykorzystywanych do rozpoznawania obiektów jest kluczowe dla efektywnego projektowania systemów Computer Vision. W miarę jak technologie rozwijają się, algorytmy stają się bardziej wyrafinowane, co z jednej strony pozwala na dokładniejsze rozpoznawanie, ale z drugiej strony stawia przed nami wyzwania związane z zasobami obliczeniowymi.</p> <h2 id="wykorzystanie-praktyczne">Wykorzystanie Praktyczne</h2> <p>Rozpoznawanie obiektów znajduje zastosowanie w różnych dziedzinach, od automatycznej analizy obrazów w medycynie po bezpieczeństwo publiczne. Przykłady obejmują rozpoznawanie twarzy w systemach bezpieczeństwa, identyfikację chorób na obrazach medycznych czy nawet autonomiczne pojazdy, które muszą rozpoznawać otaczające je obiekty.</p> <h2 id="zaawansowane-technologie-w-rozpoznawaniu-obiektów">Zaawansowane Technologie w Rozpoznawaniu Obiektów</h2> <p>Ostatnie badania skupiają się na wprowadzeniu zaawansowanych technologii, takich jak uczenie głębokie (deep learning) czy przetwarzanie graficzne oparte na jednostkach tensorowych (Tensor Processing Units). Te innowacje prowadzą do znaczącego wzrostu skuteczności rozpoznawania obiektów.</p> <h2 id="wyzwania-i-przyszłość-rozpoznawania-obiektów">Wyzwania i Przyszłość Rozpoznawania Obiektów</h2> <p>Mimo postępów w dziedzinie rozpoznawania obiektów, nadal istnieją wyzwania. Jednym z nich jest skomplikowany kontekst, w którym obiekty mogą występować, co wymaga od algorytmów elastyczności i zdolności do rozpoznawania obiektów w różnych sytuacjach.</p> <p>Kierunki rozwoju obejmują także bardziej zaawansowane metody interpretacji kontekstu, integrację danych z różnych źródeł, takich jak dane lidarowe czy kamery termowizyjne, oraz rozwijanie algorytmów zdolnych do uczenia się w czasie rzeczywistym.</p> <h2 id="zastosowanie-praktyczne-w-różnych-branżach">Zastosowanie Praktyczne w Różnych Branżach</h2> <p>Rozpoznawanie obiektów znajduje zastosowanie w wielu branżach. W medycynie wspomaga diagnozowanie chorób, w przemyśle przyspiesza procesy produkcyjne, a w transporcie umożliwia rozwój pojazdów autonomicznych. Warto przyjrzeć się bliżej, jak te technologie zmieniają nasz świat.</p> <h2 id="wnioski">Wnioski</h2> <p>Rozpoznawanie obiektów w Computer Vision to obszar o ogromnym potencjale i znaczeniu dla wielu dziedzin. Algorytmy, wykorzystujące zaawansowane techniki, umożliwiają komputerom zrozumienie otaczającego świata na nowych poziomach. Złożoność procesu oraz wykorzystanie praktyczne sprawiają, że jest to fascynujące pole do badań i rozwoju technologicznego. Oby więcej osób zrozumiało, jak działa to zaawansowane rozwiązanie i jakie niesie ze sobą możliwości.</p>]]></content><author><name></name></author><category term="paper"/><category term="computer-vision,"/><category term="cv,"/><category term="basics,"/><category term="how-it-works,"/><category term="object-recognition"/><summary type="html"><![CDATA[Podstawy o rozpoznawaniu obiektów]]></summary></entry><entry><title type="html">Przechwytywanie i Odtwarzanie Wysokiej Jakości Awatarów 3D</title><link href="https://szymok.github.io/blog/2023/3d-avatar/" rel="alternate" type="text/html" title="Przechwytywanie i Odtwarzanie Wysokiej Jakości Awatarów 3D"/><published>2023-09-23T01:01:45+00:00</published><updated>2023-09-23T01:01:45+00:00</updated><id>https://szymok.github.io/blog/2023/3d-avatar</id><content type="html" xml:base="https://szymok.github.io/blog/2023/3d-avatar/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9-1400.webp"/> <img src="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="przechwytywanie-i-odtwarzanie-wysokiej-jakości-awatarów-3d">Przechwytywanie i Odtwarzanie Wysokiej Jakości Awatarów 3D</h1> <p>W dzisiejszych czasach technologia wciąż nas zaskakuje, zwłaszcza w obszarze Computer Vision. Jednym z najbardziej fascynujących aspektów tej dziedziny jest zdolność do przechwytywania i odtwarzania awatarów 3D, które stanowią reprezentację wirtualnych postaci. Ten artykuł przybliży Ci świat przechwytywania i odtwarzania awatarów 3D o wysokiej jakości oraz pokaże, jakie możliwości stwarza ta technologia.</p> <h2 id="awatary-3d-co-to-właściwie-jest">Awatary 3D: Co to właściwie jest?</h2> <p>Na początek warto zrozumieć, czym są awatary 3D. To wirtualne reprezentacje postaci lub obiektów, które są trójwymiarowe, co oznacza, że mają głębię i trójwymiarową strukturę. W przeciwieństwie do tradycyjnych awatarów 2D, awatary 3D są bardziej realistyczne i bardziej wiernie oddają zachowanie postaci.</p> <p>Przechwytywanie i odtwarzanie awatarów 3D to proces, który umożliwia przekształcenie rzeczywistych obiektów lub postaci w ich wirtualne odpowiedniki. Dzięki temu można stworzyć awatary o niezwykłej dokładności, które znajdują zastosowanie w wielu dziedzinach, w tym w grach komputerowych, filmach, medycynie czy nawet wirtualnej rzeczywistości.</p> <h2 id="przechwytywanie-awatarów-3d">Przechwytywanie Awatarów 3D</h2> <p>Proces przechwytywania awatarów 3D jest fascynujący i skomplikowany jednocześnie. Wykorzystuje się różnorodne technologie, w tym skanery 3D, kamery głębi oraz zaawansowane algorytmy komputerowe. Głównym celem jest dokładne odtworzenie kształtu, tekstury i ruchu rzeczywistego obiektu lub postaci.</p> <h3 id="skanery-3d">Skanery 3D</h3> <p>Skanery 3D to urządzenia, które pozwalają na uzyskanie dokładnej trójwymiarowej mapy powierzchni obiektu. Działają one na zasadzie pomiaru odległości między skanerem a obiektem za pomocą laserów lub światła strukturalnego. Następnie te dane są przetwarzane w celu stworzenia awatara 3D.</p> <h3 id="kamery-głębi">Kamery głębi</h3> <p>Kamery głębi to kolejna technologia używana do przechwytywania awatarów 3D. Działa ona na podobnej zasadzie do ludzkiego wzroku, mierząc odległość między kamerą a obiektem. Kamery te są często wykorzystywane w rozrywce wirtualnej oraz do interakcji z awatarami w czasie rzeczywistym.</p> <h2 id="odtwarzanie-awatarów-3d">Odtwarzanie Awatarów 3D</h2> <p>Po przechwyceniu danych z rzeczywistego obiektu lub postaci, następuje proces odtwarzania awatara 3D. To tutaj technologia Computer Vision odgrywa kluczową rolę. Zaawansowane algorytmy analizują dane i tworzą trójwymiarowy model, który może być dalej modyfikowany i używany.</p> <h2 id="zastosowania-awatarów-3d">Zastosowania Awatarów 3D</h2> <p>Awatary 3D znajdują szerokie zastosowanie w wielu dziedzinach. Oto kilka przykładów:</p> <h3 id="gry-komputerowe">Gry Komputerowe</h3> <p>W grach komputerowych awatary 3D są wykorzystywane do stworzenia realistycznych postaci, które reagują na działania graczy. Dzięki temu rozgrywka staje się bardziej immersyjna i emocjonująca.</p> <h3 id="film-i-animacja">Film i Animacja</h3> <p>W przemyśle filmowym awatary 3D są wykorzystywane do tworzenia efektów specjalnych oraz animowanych postaci. Pozwalają one na stworzenie wizualnie imponujących produkcji.</p> <h3 id="medycyna">Medycyna</h3> <p>W medycynie awatary 3D mogą być używane do tworzenia modeli anatomicznych, co pomaga lekarzom w planowaniu operacji oraz diagnostyce.</p> <h3 id="wirtualna-rzeczywistość">Wirtualna Rzeczywistość</h3> <p>Wirtualna rzeczywistość to świat, w którym awatary 3D pozwalają użytkownikom na interakcję z wirtualnym środowiskiem. To otwiera nowe możliwości w dziedzinie rozrywki, nauki i szkolenia.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Przechwytywanie i odtwarzanie awatarów 3D to fascynujący obszar Computer Vision, który otwiera wiele drzwi do nowych możliwości. Ta technologia pozwala na tworzenie realistycznych wirtualnych postaci, które znajdują zastosowanie w wielu dziedzinach, od gier komputerowych po medycynę. Dzięki niej przyszłość wirtualnej rzeczywistości wydaje się jeszcze bardziej ekscytująca.</p>]]></content><author><name></name></author><category term="paper"/><category term="articles,"/><category term="reading,"/><category term="science,"/><category term="learning,"/><category term="techniques,"/><category term="papers,"/><category term="research"/><summary type="html"><![CDATA[Czym są i jakie mają zastosowanie awatary 3D?]]></summary></entry><entry><title type="html">Jak efektywnie czytać artykuły naukowe</title><link href="https://szymok.github.io/blog/2023/reading-papers/" rel="alternate" type="text/html" title="Jak efektywnie czytać artykuły naukowe"/><published>2023-09-19T04:01:45+00:00</published><updated>2023-09-19T04:01:45+00:00</updated><id>https://szymok.github.io/blog/2023/reading-papers</id><content type="html" xml:base="https://szymok.github.io/blog/2023/reading-papers/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd-1400.webp"/> <img src="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="skuteczne-odczytywanie-artykułów-naukowych-techniki-i-strategie">Skuteczne Odczytywanie Artykułów Naukowych: Techniki i Strategie</h1> <p>W dzisiejszym świecie nauki ogromna ilość informacji jest dostępna na wyciągnięcie ręki. Artykuły naukowe stanowią kluczowe źródło wiedzy dla badaczy, studentów i profesjonalistów, ale ich czytanie może być wyzwaniem. W tym artykule dowiesz się, jak efektywnie odczytywać artykuły naukowe, aby w pełni wykorzystać ich potencjał i zrozumieć zawarte w nich informacje.</p> <h2 id="zrozumienie-struktury-artykułu-naukowego">Zrozumienie Struktury Artykułu Naukowego</h2> <p>Kluczem do efektywnego czytania artykułów naukowych jest zrozumienie ich struktury. Większość artykułów naukowych składa się z następujących sekcji:</p> <h3 id="1-tytuł">1. Tytuł</h3> <p>Tytuł artykułu zawiera krótkie podsumowanie jego tematu. To pierwszy element, który przyciąga uwagę czytelnika, dlatego warto zwrócić na niego uwagę.</p> <h3 id="2-autorzy">2. Autorzy</h3> <p>Sekcja autorów zawiera informacje o osobach lub zespołach odpowiedzialnych za badania. To ważne, aby ocenić wiarygodność artykułu.</p> <h3 id="3-streszczenie-abstract">3. Streszczenie (Abstract)</h3> <p>Streszczenie to krótka prezentacja celów, metod, wyników i wniosków artykułu. To idealne miejsce, aby ocenić, czy artykuł jest związany z twoim obszarem zainteresowań.</p> <h3 id="4-wprowadzenie">4. Wprowadzenie</h3> <p>Sekcja wprowadzenia wyjaśnia, dlaczego badanie zostało przeprowadzone i jakie są jego cele. To ważne, aby zrozumieć kontekst i znaczenie badań.</p> <h3 id="5-metody">5. Metody</h3> <p>W tej sekcji autorzy opisują, jak przeprowadzili badania. To ważne, aby ocenić, czy metody były odpowiednie do uzyskania wyników.</p> <h3 id="6-wyniki">6. Wyniki</h3> <p>Sekcja wyników prezentuje uzyskane dane i obserwacje. To kluczowa część artykułu, która dostarcza faktów i dowodów.</p> <h3 id="7-dyskusja">7. Dyskusja</h3> <p>W sekcji dyskusji autorzy analizują swoje wyniki, porównują je z wcześniejszymi badaniami i wyciągają wnioski. To miejsce, gdzie powstają główne spostrzeżenia.</p> <h3 id="8-bibliografia">8. Bibliografia</h3> <p>Lista literatury zawiera odnośniki do źródeł, które autorzy wykorzystali w swoim artykule.</p> <h2 id="skupienie-na-kluczowych-elementach">Skupienie na Kluczowych Elementach</h2> <p>Czytanie artykułów naukowych może być czasochłonne, dlatego warto skupić się na kluczowych elementach. Oto kilka strategii, które pomogą ci w efektywnym czytaniu:</p> <h3 id="1-przeczytaj-tytuł-i-streszczenie">1. Przeczytaj Tytuł i Streszczenie</h3> <p>Rozpocznij od przeczytania tytułu i streszczenia. To pozwoli ci zrozumieć główny temat i cel badania.</p> <h3 id="2-przejrzyj-wprowadzenie-i-dyskusję">2. Przejrzyj Wprowadzenie i Dyskusję</h3> <p>Następnie przeczytaj wprowadzenie i dyskusję. Wprowadzenie pokaże ci, dlaczego badanie jest ważne, a dyskusja pomoże zrozumieć główne wnioski.</p> <h3 id="3-sprawdz-metody-i-wyniki">3. Sprawdz Metody i Wyniki</h3> <p>Sprawdz sekcje metod i wyników, aby zobaczyć, jak badanie zostało przeprowadzone i jakie wyniki uzyskano. Skoncentruj się na wykresach, tabelach i podsumowaniach wyników.</p> <h2 id="zastosowanie">Zastosowanie</h2> <h3 id="sprawdź-dostępność-danych-i-kodu-artykułu">Sprawdź dostępność danych i kodu artykułu:</h3> <p>Przejrzyj stronę artykułu w poszukiwaniu dostępu do kodu źródłowego i danych. Możesz także poszukać implementacji artykułu na platformach takich jak GitHub i Kaggle. Znalezienie implementacji artykułu ułatwi proces zrozumienia, jak został stworzony, co jest szczególnie pomocne, jeśli chcesz go dostosować do nowych danych. To oszczędzi Ci wiele czasu.</p> <h3 id="izoluj-sposób-budowy-modelu">Izoluj sposób budowy modelu</h3> <p>Jeśli kod źródłowy artykułu nie jest dostępny, będziesz musiał zaimplementować modele od podstaw. Możesz to zrobić, kierując się następującymi krokami:</p> <p>Architektura Modelu: Prawie każdy artykuł będzie zawierać diagram architektury modelu. Zrozumienie tego pomoże lepiej zrozumieć, jak działa model i co dokładnie robi.</p> <p>Wejścia i Wyjścia: Zrozumienie, jakie dane są podawane na wejściu i jakie wyniki są generowane na wyjściu modelu, pomoże w lepszym zrozumieniu, co dokładnie robi model. Przyjrzyj się wynikom, czy to prawdopodobieństwo, mapa segmentacji, ramki ograniczające itp.</p> <p>Nowe lub Niestandardowe Warstwy: Przyjrzyj się nowym technikom lub warstwom używanym w modelu, ponieważ mogą być one kluczowe dla zrozumienia, co autorzy artykułu dodali. Kod lub implementacja artykułu prawdopodobnie skupia się na tych nowych warstwach, więc warto dobrze zrozumieć, jak działają.</p> <p>Obliczenia Funkcji Straty: W artykule znajdziesz matematyczną formułę, która opisuje, jak obliczana jest funkcja straty. Jest to istotne do zrozumienia i zauważenia przed implementacją, ponieważ wpłynie to na wyniki. Musisz także zrozumieć, na jakiej podstawie została wybrana, ponieważ może być konieczne jej dostosowanie do Twojego projektu.</p> <p>Trenowanie Modelu: Zrozumienie, jak model był trenowany oraz jakie hiperparametry, rozmiar partii (batch size) i konfiguracje modelu zostały użyte.</p> <h3 id="rozpoznaj-co-nie-zostało-zrozumiane">Rozpoznaj, co nie zostało zrozumiane</h3> <p>Podkreśl punkty, które nie zostały zrozumiane i wymagają dalszego zgłębienia lub badania. Artykuły naukowe opierają się na sobie nawzajem. Dlatego oczekuje się, że masz pewne podstawowe tło i wiedzę związane z artykułem, który czytasz. Zaznacz i notuj te punkty, które pozostają niejasne, a następnie poszukaj odnośników i źródeł, które mogą Ci w tym pomóc. Mogą one być już cytowane w artykule, który czytasz.</p> <h3 id="wypróbuj-to-na-własnym-przykładzie">Wypróbuj to na własnym przykładzie</h3> <p>Aby naprawdę zrozumieć model, możesz go wytrenować na dostępnych danych z artykułu i spróbować odtworzyć wyniki, jeśli to możliwe. Pomoże to zrozumieć, jak dokładnie model działa i rozwijać umiejętność tworzenia niestandardowych warstw i definiowania własnych metryk straty, które są odpowiednie dla Twojego zadania i danych. Czasami może to być trudne, nawet jeśli dane są dostępne do ponownego trenowania modelu na wszystkich dostępnych danych, ponieważ może to zająć zbyt dużo czasu. W takim przypadku można zastosować model tylko do części dostępnych danych, aby upewnić się, że zaimplementowany model działa zgodnie z oczekiwaniami, a następnie można go zastosować do własnych danych.</p> <h3 id="zastosuj-to-do-własnych-danych">Zastosuj to do własnych danych</h3> <p>Ostatnim krokiem jest zastosowanie modelu do własnych danych. Możesz zastosować ten sam model, co w artykule, bez żadnych zmian, lub dostosować go do swojego projektu lub danych.</p> <h2 id="skuteczne-notatki-i-podkreślanie">Skuteczne Notatki i Podkreślanie</h2> <p>Aby utrwalić wiedzę i ułatwić późniejsze odniesienie się do artykułu, warto prowadzić efektywne notatki. Warto również korzystać z różnych kolorów podczas podkreślania lub zaznaczania kluczowych fragmentów tekstu.</p> <h2 id="przykłady-i-analogie">Przykłady i Analogie</h2> <p>Korzystanie z przykładów i analogii może pomóc w zrozumieniu trudnych koncepcji. Przykłady z życia codziennego lub analogie do znanych sytuacji mogą uczynić treść bardziej przystępną.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Czytanie artykułów naukowych może być zarówno wyzwaniem, jak i źródłem wiedzy. Warto skoncentrować się na kluczowych sekcjach artykułów, zadawać pytania w razie potrzeby, korzystać z kontekstu i rozwijać własne cele czytania. Z czasem i praktyką, stanie się to bardziej efektywnym procesem, który pomoże w rozwoju wiedzy i badawczej kariery.</p>]]></content><author><name></name></author><category term="paper"/><category term="articles,"/><category term="reading,"/><category term="science,"/><category term="learning,"/><category term="techniques,"/><category term="strategies,"/><category term="papers,"/><category term="research"/><summary type="html"><![CDATA[Wprowadzenie w świat wiedzy - czytanie artykułów naukowych.]]></summary></entry><entry><title type="html">Przetwarzanie Obrazów - Wprowadzenie</title><link href="https://szymok.github.io/blog/2023/cv-przetw-obrazow/" rel="alternate" type="text/html" title="Przetwarzanie Obrazów - Wprowadzenie"/><published>2023-09-13T08:01:45+00:00</published><updated>2023-09-13T08:01:45+00:00</updated><id>https://szymok.github.io/blog/2023/cv-przetw-obrazow</id><content type="html" xml:base="https://szymok.github.io/blog/2023/cv-przetw-obrazow/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264-1400.webp"/> <img src="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="przetwarzanie-obrazów-wprowadzenie-do-technik-i-zastosowań">Przetwarzanie Obrazów: Wprowadzenie do Technik i Zastosowań</h1> <h2 id="złożoność-i-wybuchowość-w-przetwarzaniu-obrazów">Złożoność i Wybuchowość w Przetwarzaniu Obrazów</h2> <p>Przetwarzanie obrazów to dynamicznie rozwijająca się dziedzina w informatyce, która ma ogromne znaczenie w naszym codziennym życiu. Obejmuje ona analizę, manipulację i zrozumienie danych wizualnych, co znajduje zastosowanie w wielu dziedzinach, od medycyny po przemysł filmowy. W tym artykule przyjrzymy się temu fascynującemu obszarowi, skupiając się na aspektach złożoności i wybuchowości w kontekście przetwarzania obrazów.</p> <h2 id="zrozumienie-przetwarzania-obrazów">Zrozumienie Przetwarzania Obrazów</h2> <p>Przetwarzanie obrazów to nauka o analizie i manipulacji cyfrowych obrazów. W rzeczywistości każdy obraz cyfrowy jest reprezentowany jako siatka pikseli, z których każdy ma określoną wartość koloru. W tej dziedzinie nauki wykorzystuje się techniki matematyczne i algorytmy, aby ekstrahować informacje z obrazów i podejmować decyzje na ich podstawie. W efekcie przetwarzanie obrazów pozwala na automatyczną analizę i interpretację danych wizualnych.</p> <h2 id="złożoność-w-przetwarzaniu-obrazów">Złożoność w Przetwarzaniu Obrazów</h2> <p>Złożoność przetwarzania obrazów wynika z kilku czynników. Po pierwsze, obrazy cyfrowe mogą być bardzo rozbudowane pod względem rozmiaru i szczegółowości. Rozdzielczość obrazów może sięgać milionów pikseli, co sprawia, że analiza każdego z nich staje się wyzwaniem obliczeniowym. Po drugie, obrazy mogą zawierać wiele warstw informacji, takich jak kolory, tekstury i kształty. Przetwarzanie tych danych wymaga zaawansowanych algorytmów.</p> <h2 id="wybuchowość-w-przetwarzaniu-obrazów">Wybuchowość w Przetwarzaniu Obrazów</h2> <p>Wybuchowość w kontekście przetwarzania obrazów oznacza zdolność do dynamicznego reagowania na różnorodność danych wizualnych i sytuacji. W rzeczywistości, świat obrazów jest pełen zmiennych czynników, takich jak zmienne oświetlenie, perspektywa, położenie obiektów itp. Dlatego też, algorytmy przetwarzania obrazów muszą być elastyczne i zdolne do dostosowania się do różnych scenariuszy.</p> <h2 id="zaawansowane-techniki-w-przetwarzaniu-obrazów">Zaawansowane Techniki w Przetwarzaniu Obrazów</h2> <h3 id="1-segmentacja-obrazu">1. Segmentacja obrazu</h3> <p>Segmentacja to proces podziału obrazu na różne obszary, które reprezentują różne obiekty lub regiony. Zaawansowane techniki segmentacji pozwalają na automatyczne wyodrębnienie obiektów z tła, co jest przydatne w medycynie (np. detekcja guzów), przemyśle (np. kontrola jakości) i wielu innych dziedzinach.</p> <h3 id="2-wykrywanie-obiektów">2. Wykrywanie obiektów</h3> <p>Wykrywanie obiektów polega na identyfikowaniu i lokalizowaniu obiektów na obrazie. To kluczowa funkcja w przetwarzaniu obrazów, stosowana w systemach monitoringu, rozpoznawaniu twarzy, czy nawet w autonomicznych pojazdach.</p> <h3 id="3-analiza-tekstur">3. Analiza tekstur</h3> <p>Analiza tekstur pozwala na identyfikację powtarzających się wzorców na obrazie. To przydatne w dziedzinach takich jak diagnostyka medyczna (analiza tekstur na obrazach MRI) oraz w przemyśle filmowym (animacja tekstur na powierzchniach 3D).</p> <h2 id="zastosowania-przetwarzania-obrazów">Zastosowania Przetwarzania Obrazów</h2> <h3 id="medycyna">Medycyna</h3> <p>Przetwarzanie obrazów ma kluczowe znaczenie w medycynie, gdzie jest wykorzystywane do diagnostyki, planowania zabiegów chirurgicznych i monitorowania stanu pacjentów. Przykładowo, komputerowe tomografie (CT) i rezonanse magnetyczne (MRI) opierają się na zaawansowanych technikach przetwarzania obrazów.</p> <h3 id="przemysł">Przemysł</h3> <p>W przemyśle przetwarzanie obrazów jest używane do kontroli jakości produktów, monitoringu procesów produkcyjnych i zarządzania magazynami. Dzięki temu można unikać wadliwych produktów i zoptymalizować produkcję.</p> <h3 id="bezpieczeństwo">Bezpieczeństwo</h3> <p>W systemach bezpieczeństwa, takich jak kamery monitoringu, przetwarzanie obrazów umożliwia wykrywanie podejrzanych zachowań, rozpoznawanie twarzy i identyfikację pojęć kluczowych w czasie rzeczywistym.</p> <h2 id="przyszłość-przetwarzania-obrazów">Przyszłość Przetwarzania Obrazów</h2> <p>Przetwarzanie obrazów rozwija się w zastraszającym tempie. Zaawansowane modele uczenia maszynowego, takie jak sieci neuronowe, rewolucjonizują dziedzinę, umożliwiając automatyczne rozpoznawanie obiektów i interpretację treści na obrazach. Przyszłość przetwarzania obrazów będzie wiązać się z jeszcze bardziej zaawansowanymi algorytmami, które będą w stanie analizować obrazy w bardziej kontekstualny sposób, jak ludzki mózg.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Przetwarzanie obrazów to dziedzina, która ma ogromne znaczenie w naszym życiu codziennym i w wielu dziedzinach, takich jak medycyna, przemysł czy bezpieczeństwo. Złożoność i wybuchowość tego obszaru sprawiają, że naukowcy i inżynierowie pracują nad coraz bardziej zaawansowanymi technikami i algorytmami. Przetwarzanie obrazów jest jednym z kluczowych filarów rozwoju sztucznej inteligencji i będzie odgrywać jeszcze większą rolę w przyszłości.</p>]]></content><author><name></name></author><category term="computer-vision"/><category term="computer-vision"/><category term="computer-vision-learn"/><category term="techniques"/><category term="applications"/><summary type="html"><![CDATA[Computer Vision, wprowadzenie, techniki i zastosowania.]]></summary></entry><entry><title type="html">Computer Vision - o co w tym chodzi?</title><link href="https://szymok.github.io/blog/2023/computer-vision-basics/" rel="alternate" type="text/html" title="Computer Vision - o co w tym chodzi?"/><published>2023-09-10T12:12:45+00:00</published><updated>2023-09-10T12:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/computer-vision-basics</id><content type="html" xml:base="https://szymok.github.io/blog/2023/computer-vision-basics/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af-1400.webp"/> <img src="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Computer Vision według Midjourney </div> <h1 id="podstawy-computer-vision-wprowadzenie-do-świata-wizualnej-analizy">Podstawy Computer Vision: Wprowadzenie do Świata Wizualnej Analizy</h1> <p>Computer Vision, czyli po polsku Wizja Komputerowa, to fascynujący obszar sztucznej inteligencji, który umożliwia maszynom rozumienie i interpretację obrazów oraz filmów. Ta dziedzina odgrywa kluczową rolę w rozwoju technologii, otwierając przed nami nieograniczone możliwości. W tym artykule zapoznamy się z podstawami Computer Vision, aby pomóc Ci zrozumieć, czym jest i dlaczego jest tak istotna.</p> <h2 id="czym-jest-computer-vision"><strong>Czym Jest Computer Vision?</strong></h2> <p>Computer Vision jest dziedziną sztucznej inteligencji, która ma na celu umożliwienie komputerom “widzenia” i analizy wizualnych danych. To oznacza, że maszyny mogą rozpoznawać obiekty, osoby, miejsca, ruch i wiele innych aspektów wizualnych informacji, tak jak to robi człowiek. W skrócie, Computer Vision pozwala komputerom zrozumieć świat wizualny, co ma wiele praktycznych zastosowań.</p> <h2 id="zastosowania-computer-vision"><strong>Zastosowania Computer Vision</strong></h2> <p>Zanim zagłębimy się w techniczne detale, warto zrozumieć, dlaczego Computer Vision jest tak ważny i jakie ma praktyczne zastosowania. Oto kilka obszarów, w których ta technologia odgrywa kluczową rolę:</p> <h3 id="1-medycyna"><strong>1. Medycyna</strong></h3> <p>W dziedzinie medycyny Computer Vision jest wykorzystywany do analizy obrazów medycznych, takich jak zdjęcia rentgenowskie czy tomografie komputerowe. Dzięki temu lekarze mogą szybciej i dokładniej diagnozować schorzenia, co przekłada się na poprawę opieki zdrowotnej.</p> <h3 id="2-przemysł"><strong>2. Przemysł</strong></h3> <p>W przemyśle Computer Vision jest używany do kontroli jakości produktów, śledzenia i zarządzania magazynami oraz automatyzacji procesów produkcyjnych. To pozwala na zwiększenie efektywności i obniżenie kosztów produkcji.</p> <h3 id="3-motoryzacja"><strong>3. Motoryzacja</strong></h3> <p>W branży motoryzacyjnej Computer Vision odgrywa kluczową rolę w rozwoju aut autonomicznych. Dzięki technologii wizualnej samochody potrafią rozpoznawać znaki drogowe, unikać kolizji i samodzielnie prowadzić pojazd.</p> <h3 id="4-rozrywka"><strong>4. Rozrywka</strong></h3> <p>W świecie rozrywki Computer Vision jest wykorzystywany do tworzenia gier wirtualnych, aplikacji rzeczywistości rozszerzonej i rozpoznawania ruchu. To pozwala na bardziej immersywne i zaawansowane doświadczenia rozrywkowe.</p> <h3 id="5-bezpieczeństwo"><strong>5. Bezpieczeństwo</strong></h3> <p>W zastosowaniach związanych z bezpieczeństwem Computer Vision jest używany do monitorowania i analizy wideo z kamer przemysłowych oraz do rozpoznawania twarzy w celu kontroli dostępu.</p> <h2 id="jak-działa-computer-vision"><strong>Jak Działa Computer Vision?</strong></h2> <p>Teraz, gdy mamy ogólne pojęcie o zastosowaniach Computer Vision, przejdźmy do tego, jak ta technologia działa. Istnieje wiele metod i algorytmów wykorzystywanych w Computer Vision, ale ogólny proces można podzielić na kilka głównych kroków:</p> <h3 id="1-akwizycja-danych"><strong>1. Akwizycja Danych</strong></h3> <p>Pierwszym krokiem w Computer Vision jest pozyskanie danych wizualnych. To może obejmować zdjęcia, nagrania wideo lub obrazy z kamer.</p> <h3 id="2-preprocessing"><strong>2. Preprocessing</strong></h3> <p>Następnie dane te są przetwarzane, aby usunąć szum, dostosować kontrast i jasność, a także przekształcić je na formę bardziej odpowiednią do analizy.</p> <h3 id="3-wykrywanie-obiektów"><strong>3. Wykrywanie obiektów</strong></h3> <p>Ten krok polega na identyfikacji obiektów lub cech w obrazie. To może obejmować rozpoznawanie twarzy, pojazdów, znaków drogowych i innych obiektów.</p> <h3 id="4-ekstrakcja-cech"><strong>4. Ekstrakcja Cech</strong></h3> <p>Computer Vision analizuje cechy wykrytych obiektów, takie jak kształt, kolor, tekstura i inne. To pozwala na bardziej zaawansowane analizy.</p> <h3 id="5-klasyfikacja-i-interpretacja"><strong>5. Klasyfikacja i Interpretacja</strong></h3> <p>Na podstawie ekstrahowanych cech Computer Vision dokonuje klasyfikacji obiektów i interpretuje dane. Na przykład, może rozpoznać, że na obrazie widnieje pies.</p> <h3 id="6-decyzje-i-działania"><strong>6. Decyzje i Działania</strong></h3> <p>W końcowym etapie Computer Vision podejmuje decyzje lub podejmuje działania na podstawie swoich analiz. Na przykład, może wysłać sygnał do systemu sterowania, aby zatrzymać pojazd w przypadku wykrycia przeszkody.</p> <h2 id="wyzwania-w-computer-vision"><strong>Wyzwania w Computer Vision</strong></h2> <p>Chociaż Computer Vision ma wiele zastosowań i jest niesamowicie obiecujący, to także stawia przed nami wiele wyzwań. Oto kilka z nich:</p> <h3 id="1-zrozumienie-kontekstu"><strong>1. Zrozumienie Kontekstu</strong></h3> <p>Computer Vision czasem ma trudności z zrozumieniem kontekstu. Na przykład, może rozpoznać, że na obrazie jest pies, ale może nie zrozumieć, czy jest on przyjacielem czy wrogiem.</p> <h3 id="2-skomplikowane-środowiska"><strong>2. Skomplikowane Środowiska</strong></h3> <p>W realnym świecie obrazy są często zanieczyszczone, a obiekty są często częściowo ukryte lub przesłonięte. To stanowi wyzwanie dla algorytmów Computer Vision.</p> <h3 id="3-wymagane-duże-zbiory-danych"><strong>3. Wymagane Duże Zbiory Danych</strong></h3> <p>Wielu algorytmów Computer Vision wymaga ogromnych zbiorów danych treningowych, co może być kosztowne i czasochłonne.</p> <h3 id="4-prywatność-i-bezpieczeństwo"><strong>4. Prywatność i Bezpieczeństwo</strong></h3> <p>Wykorzystanie technologii Computer Vision w zastosowaniach związanych z bezpieczeństwem i prywatnością może budzić obawy dotyczące ochrony danych osobowych.</p> <h2 id="podsumowanie"><strong>Podsumowanie</strong></h2> <p>Computer Vision to fascynujący obszar, który zmienia nasz sposób patrzenia na świat. Ta technologia pozwala maszynom zrozumieć i analizować wizualne dane, otwierając przed nami wiele nowych możliwości. Choć są pewne wyzwania związane z Computer Vision, to jej potencjał jest ogromny, a jej rola w naszym życiu tylko rośnie. Warto pozostać z nami, aby dowiedzieć się więcej o tej fascynującej dziedzinie.</p> <p>Artykuł na temat podstaw Computer Vision jest tylko wprowadzeniem do tego obszaru. Jeśli jesteś zainteresowany bardziej zaawansowanymi aspektami, takimi jak głębokie uczenie się czy analiza obrazów 3D, to tematy, które możemy zgłębiać w przyszłości. Computer Vision to dziedzina, która będzie miała coraz większy wpływ na naszą codzienność, więc warto być na bieżąco z jej najnowszymi osiągnięciami i możliwościami.</p> <p><em>Mając na uwadze te podstawy Computer Vision, możemy teraz eksplorować bardziej zaawansowane techniki i aplikacje tej fascynującej dziedziny.</em></p>]]></content><author><name></name></author><category term="computer-vision"/><category term="computer-vision"/><category term="computer-vision-basics"/><category term="computer-vision-ai"/><category term="ai"/><category term="podstawy"/><summary type="html"><![CDATA[Computer Vision, podstawy, które warto znać.]]></summary></entry><entry><title type="html">Jak Się Uczyć Computer Vision Praktyczny Przewodnik</title><link href="https://szymok.github.io/blog/2023/cv-learning/" rel="alternate" type="text/html" title="Jak Się Uczyć Computer Vision Praktyczny Przewodnik"/><published>2023-09-10T12:12:45+00:00</published><updated>2023-09-10T12:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/cv-learning</id><content type="html" xml:base="https://szymok.github.io/blog/2023/cv-learning/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f-1400.webp"/> <img src="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="jak-się-uczyć-computer-vision-praktyczny-przewodnik">Jak Się Uczyć Computer Vision: Praktyczny Przewodnik</h1> <p>Computer Vision, czyli po polsku Wizja Komputerowa, to fascynująca dziedzina sztucznej inteligencji, która umożliwia komputerom “widzenie” i analizę obrazów oraz filmów. To obszar o ogromnym potencjale i szerokich zastosowaniach, który stale się rozwija. Jeśli jesteś zainteresowany nauką Computer Vision, to jesteś we właściwym miejscu. W tym artykule przedstawimy praktyczny przewodnik, jak się uczyć Computer Vision, niezależnie od Twojego poziomu zaawansowania.</p> <h2 id="rozpocznij-od-podstaw"><strong>Rozpocznij od Podstaw</strong></h2> <p>Jeśli dopiero zaczynasz swoją przygodę z Computer Vision, to ważne jest, aby zrozumieć podstawowe koncepcje i terminologię. Oto kilka kluczowych terminów, które warto poznać:</p> <ul> <li> <p><strong>Obraz:</strong> Obraz to zbiór pikseli, które tworzą graficzne reprezentacje obiektów i scen. Obrazy są podstawowymi danymi używanymi w Computer Vision.</p> </li> <li> <p><strong>Piksel:</strong> Piksel to najmniejszy element obrazu, który zawiera informacje o kolorze i jasności.</p> </li> <li> <p><strong>Segmentacja:</strong> To proces dzielenia obrazu na konkretne obszary lub segmenty, co pomaga w identyfikowaniu obiektów.</p> </li> <li> <p><strong>Rozpoznawanie Obiektów:</strong> To zdolność komputera do identyfikacji i klasyfikacji obiektów na obrazie, na przykład rozpoznawanie twarzy lub samochodów.</p> </li> <li> <p><strong>Klasyfikacja:</strong> To przypisanie obiektu do określonej kategorii lub klasy na podstawie jego cech.</p> </li> <li> <p><strong>Analiza Ruchu:</strong> To badanie ruchu obiektów na obrazie, co jest istotne w zastosowaniach takich jak śledzenie ruchu i analiza zachowań.</p> </li> </ul> <p>Rozumienie tych podstawowych pojęć jest kluczowe dla dalszego rozwoju w Computer Vision.</p> <h2 id="wybierz-język-programowania-i-narzędzia"><strong>Wybierz Język Programowania i Narzędzia</strong></h2> <p>Computer Vision jest często wykonywany przy użyciu języków programowania takich jak Python lub C++. Python jest popularnym wyborem ze względu na swoją czytelność i bogatą gamę bibliotek do przetwarzania obrazów, takich jak OpenCV (Open Source Computer Vision Library) czy TensorFlow.</p> <p>Jeśli jesteś początkującym, zacznij od nauki Pythona, ponieważ jest przyjazny dla początkujących i szeroko stosowany w dziedzinie Data Science oraz Computer Vision.</p> <h2 id="zdobądź-wiedzę-teoretyczną"><strong>Zdobądź Wiedzę Teoretyczną</strong></h2> <p>Zanim zaczniesz pisać kod i pracować z obrazami, warto zdobyć pewną wiedzę teoretyczną. To pomoże Ci zrozumieć, jak działają algorytmy i dlaczego stosuje się określone metody. Oto kilka podstawowych dziedzin, które warto zgłębić:</p> <ul> <li> <p><strong>Przetwarzanie Obrazów:</strong> Poznaj podstawowe operacje przetwarzania obrazów, takie jak filtracja, detekcja krawędzi i normalizacja.</p> </li> <li> <p><strong>Statystyka:</strong> Statystyka jest ważna w analizie i interpretacji danych w Computer Vision.</p> </li> <li> <p><strong>Algorytmy Machine Learning:</strong> Naucz się podstawowych koncepcji związanych z uczeniem maszynowym, takich jak klasyfikacja, regresja i sieci neuronowe.</p> </li> <li> <p><strong>Matematyka:</strong> Matematyka, w tym algebra liniowa i analiza, jest kluczowym elementem w wielu algorytmach Computer Vision.</p> </li> </ul> <h2 id="praktyka-praktyka-praktyka"><strong>Praktyka, Praktyka, Praktyka</strong></h2> <p>Nie ma lepszego sposobu na naukę Computer Vision niż praktyka. Zacznij od prostych projektów i stopniowo zwiększaj poziom trudności. Oto kilka projektów, które możesz rozważyć:</p> <ul> <li> <p><strong>Rozpoznawanie Obiektów na Obrazach:</strong> Próbuj tworzyć modele, które potrafią rozpoznawać i klasyfikować obiekty na obrazach.</p> </li> <li> <p><strong>Śledzenie Ruchu:</strong> Zaprojektuj system, który może śledzić ruch obiektów na nagraniach wideo.</p> </li> <li> <p><strong>Analiza Twarzy:</strong> Spróbuj rozpoznawać twarze i analizować ich cechy, takie jak wyraz twarzy czy emocje.</p> </li> <li> <p><strong>Aplikacje Mobilne:</strong> Stwórz prostą aplikację mobilną, która wykorzystuje Computer Vision, na przykład do rozpoznawania QR kodów.</p> </li> </ul> <h2 id="kursy-i-źródła-online"><strong>Kursy i Źródła Online</strong></h2> <p>Istnieje wiele kursów online, które pomogą Ci zdobyć zaawansowaną wiedzę z zakresu Computer Vision. Niektóre z nich są dostępne za darmo, a inne wymagają subskrypcji lub zakupu kursu. Oto kilka źródeł, które warto rozważyć:</p> <ul> <li> <p><strong>Coursera:</strong> Platforma oferuje wiele kursów z Computer Vision prowadzonych przez renomowane uczelnie.</p> </li> <li> <p><strong>Udacity:</strong> Udacity oferuje programy nanodegree z Computer Vision, które pozwalają zdobyć praktyczne doświadczenie.</p> </li> <li> <p><strong>edX:</strong> Na edX znajdziesz kursy prowadzone przez topowe uniwersytety i instytucje.</p> </li> <li> <p><strong>YouTube:</strong> Istnieje wiele darmowych tutoriali i wykładów na YouTube, które mogą być cennym źródłem wiedzy.</p> </li> </ul> <h2 id="konferencje-i-społeczności"><strong>Konferencje i Społeczności</strong></h2> <p>Uczestnictwo w konferencjach i zaangażowanie się w społeczności związaną z Computer Vision to doskonały sposób na poznanie najnowszych trendów i nawiązanie kontaktów z profesjonalistami. Niektóre znane konferencje to:</p> <ul> <li> <p><strong>Conference on Computer Vision and Pattern Recognition (CVPR):</strong> Jedna z największych i najważniejszych konferencji w dziedzinie Computer Vision.</p> </li> <li> <p><strong>International Conference on Computer Vision (ICCV):</strong> Inna prestiżowa konferencja poświęcona Computer Vision.</p> </li> <li> <p><strong>Społeczności Online:</strong> Istnieją fora dyskusyjne i grupy na platformach takich jak Reddit i Stack Overflow, gdzie można zadawać pytania i dzielić się wiedzą.</p> </li> </ul> <h2 id="podejmij-wyzwanie-kaggle"><strong>Podejmij Wyzwanie Kaggle</strong></h2> <p>Kaggle to platforma, na której można wziąć udział w konkursach związanych z analizą danych i Machine Learning, w tym z Computer Vision. To doskonały sposób na sprawdzenie swoich umiejętności i rywalizację z innymi osobami na całym świecie.</p> <h2 id="podsumowanie"><strong>Podsumowanie</strong></h2> <p>Nauka Computer Vision to fascynująca podróż, która może otworzyć przed Tobą wiele drzwi zawodowych. Niezależnie od tego, czy jesteś początkującym, czy zaawansowanym programistą, kluczem do sukcesu jest regularna praktyka, zdobywanie wiedzy teoretycznej oraz uczestnictwo w społeczności związaną z tą dziedziną. Warto również być na bieżąco z najnowszymi osiągnięciami i trendami w Computer Vision, ponieważ ta dziedzina rozwija się niezwykle dynamicznie. Odkrywaj świat wizualnej analizy i ciesz się procesem nauki!</p>]]></content><author><name></name></author><category term="computer-vision"/><category term="computer-vision"/><category term="computer-vision-learn"/><category term="computer-vision-ai"/><category term="ai"/><category term="podstawy"/><summary type="html"><![CDATA[Computer Vision, od czego zacząć naukę.]]></summary></entry><entry><title type="html">SportsSloMo - Nowość w branży analizy sportowej!</title><link href="https://szymok.github.io/blog/2023/interpolacja-klatek-w-sporcie/" rel="alternate" type="text/html" title="SportsSloMo - Nowość w branży analizy sportowej!"/><published>2023-09-08T00:12:45+00:00</published><updated>2023-09-08T00:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/interpolacja-klatek-w-sporcie</id><content type="html" xml:base="https://szymok.github.io/blog/2023/interpolacja-klatek-w-sporcie/"><![CDATA[<div class="row mt-3"> <div class="col-sm mt-3 mt-md-0"> <figure> <video src="/assets/video/soccer.mp4" class="img-fluid rounded z-depth-1" width="auto" height="auto" autoplay="" controls=""/> </figure> </div> </div> <h1 id="interpolacja-klatek-wideo-zorientowana-na-człowieka-w-transmisjach-sportowych">Interpolacja klatek wideo zorientowana na człowieka w transmisjach sportowych</h1> <p>Interpolacja klatek wideo w kontekście transmisji sportowych jest fascynującym obszarem badań w dziedzinie computer vision. Dzięki wykorzystaniu zaawansowanych technik interpolacji, można poprawić jakość transmisji sportowych, zwłaszcza w sytuacjach, gdy dostępne źródło wideo jest ograniczone pod względem liczby klatek na sekundę (FPS). W tym artykule przyjrzymy się temu zagadnieniu, skupiając się na aspektach związanych z ludzką orientacją i dostarczając dogłębnych spostrzeżeń na temat wykorzystania interpolacji klatek w kontekście sportu.</p> <h2 id="zrozumienie-interpolacji-klatek-wideo">Zrozumienie interpolacji klatek wideo</h2> <p>Interpolacja klatek wideo to proces generowania nowych klatek wideo na podstawie istniejących klatek. Ma to na celu zwiększenie liczby klatek na sekundę, co może poprawić płynność i jakość oglądanej transmisji. W przypadku sportów, gdzie szybkie ruchy i akcje są kluczowe, interpolacja może być szczególnie korzystna. Jednak skomplikowanie polega na tym, jak interpolować klatki w taki sposób, aby zachować naturalny wygląd ruchu sportowca.</p> <h2 id="złożoność-interpolacji-klatek">Złożoność interpolacji klatek</h2> <p>Interpolacja klatek wideo jest zadaniem złożonym, ponieważ wymaga uwzględnienia wielu czynników, takich jak prędkość ruchu, kąt kamery i interakcje między zawodnikami. Istnieje wiele algorytmów interpolacji, które próbują rozwiązać ten problem. Jednym z najczęściej stosowanych jest metoda liniowej interpolacji, która zakłada, że ruch między klatkami jest stały. Jednak w transmisjach sportowych rzeczywistość jest znacznie bardziej skomplikowana.</p> <h2 id="wybuchowość-w-interpolacji-klatek">Wybuchowość w interpolacji klatek</h2> <p>Kiedy mówimy o wybuchowości w kontekście interpolacji klatek, chodzi nam o zdolność do elastycznego reagowania na zmienne warunki w transmisjach sportowych. To oznacza, że algorytmy interpolacji muszą być w stanie dostosować się do szybkich zmian, takich jak niespodziewane ruchy zawodników czy zmiany oświetlenia na boisku. Wybuchowość jest kluczowa, ponieważ nie można przewidzieć wszystkich scenariuszy, które mogą mieć miejsce podczas meczu.</p> <h2 id="zaawansowane-techniki-interpolacji">Zaawansowane techniki interpolacji</h2> <p>W ostatnich latach dokonano znaczących postępów w dziedzinie interpolacji klatek wideo, zwłaszcza z wykorzystaniem sztucznej inteligencji. Jedną z obiecujących technik jest wykorzystanie sieci neuronowych, które są w stanie analizować wzorce ruchu zawodników i generować klatki wideo o wyższej jakości. Te zaawansowane modele potrafią uwzględniać złożone czynniki, takie jak zmiany prędkości i kierunku ruchu, co sprawia, że interpolacja staje się bardziej realistyczna.</p> <h2 id="przykłady-zastosowań-interpolacji-klatek-w-sporcie">Przykłady zastosowań interpolacji klatek w sporcie</h2> <p>Interpolacja klatek wideo zorientowana na człowieka ma wiele praktycznych zastosowań w dziedzinie transmisji sportowych. Oto kilka przykładów:</p> <h3 id="poprawa-jakości-zwolnień">Poprawa jakości zwolnień</h3> <p>Zwolnienia (slow motion) są często używane w transmisjach sportowych, aby pokazać szczegóły i kluczowe momenty. Interpolacja klatek pozwala na płynne i realistyczne zwolnienia, które zwiększają emocje podczas oglądania.</p> <h3 id="udoskonalenie-analizy-taktyki">Udoskonalenie analizy taktyki</h3> <p>Analizatorzy sportowi często korzystają z wolniejszych klatek do analizy taktyki drużyn. Dzięki dokładniejszym klatkom uzyskanym dzięki interpolacji, można lepiej zrozumieć strategie i decyzje podejmowane przez zawodników.</p> <h3 id="minimalizacja-efektu-upixelizowania">Minimalizacja efektu “upixelizowania”</h3> <p>W przypadku transmisji sportowych o niskiej jakości, szczególnie w przypadku retransmisji starszych meczów, interpolacja klatek może pomóc w minimalizacji efektu “upixelizowania” (rozmycia) i poprawieniu ogólnego wrażenia oglądania.</p> <h2 id="wyzwania-i-przyszłość-interpolacji-klatek">Wyzwania i przyszłość interpolacji klatek</h2> <p>Mimo że interpolacja klatek wideo przynosi wiele korzyści, istnieją także wyzwania. Jednym z nich jest utrzymanie naturalności ruchu zawodników. Ponadto, zbyt agresywna interpolacja może prowadzić do efektu “plastikowej” animacji, który jest niepożądany.</p> <p>W przyszłości możemy spodziewać się dalszego rozwoju technik interpolacji klatek wideo zorientowanych na człowieka. Wykorzystanie zaawansowanych modeli uczenia maszynowego, takich jak sieci GAN (Generative Adversarial Networks), może prowadzić do jeszcze bardziej realistycznych rezultatów.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Interpolacja klatek wideo zorientowana na człowieka w transmisjach sportowych to fascynujący obszar badań w dziedzinie computer vision. Złożoność i wybuchowość tego zadania sprawiają, że wymaga ono zaawansowanych technik i podejścia opartego na sztucznej inteligencji. Dzięki tym technologiom możemy cieszyć się wyższą jakością transmisji sportowych, które pozwalają nam lepiej zrozumieć i docenić talent zawodników oraz taktykę drużyn.</p> <p>W miarę jak technologia ro</p> <p>zwija się dalej, możemy oczekiwać jeszcze bardziej imponujących osiągnięć w dziedzinie interpolacji klatek wideo, co z pewnością przyczyni się do wzbogacenia doświadczenia oglądania sportu dla wszystkich fanów na całym świecie.</p>]]></content><author><name></name></author><category term="computer-vision"/><category term="sportsloMo"/><category term="sportsloMo-ai"/><category term="ai"/><category term="benchmark"/><category term="interpolacja"/><category term="sport"/><summary type="html"><![CDATA[Nowa technologia(benchmark) w branży analizy sportowej.]]></summary></entry><entry><title type="html">Rząd a AI</title><link href="https://szymok.github.io/blog/2023/ai-w-rekach-rzadu/" rel="alternate" type="text/html" title="Rząd a AI"/><published>2023-08-21T05:12:45+00:00</published><updated>2023-08-21T05:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/ai-w-rekach-rzadu</id><content type="html" xml:base="https://szymok.github.io/blog/2023/ai-w-rekach-rzadu/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca-1400.webp"/> <img src="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney oraz edytowany w Photoshopie przy pomoocy funkcji Generative AI. </div> <h2 id="potęga-technologii-ai-wpływ-interwencji-rządowej-w-zaawansowane-systemy-ai"><strong>Potęga Technologii AI: Wpływ Interwencji Rządowej w Zaawansowane Systemy AI</strong></h2> <p>W dynamicznym świecie technologii wyróżnia się jeden głos wśród chóru insiderów branżowych i innowatorów. Charles Jennings, doświadczony weteran świata oprogramowania, spędził dziesięciolecia na czele firm zajmujących się oprogramowaniem, na własne oczy obserwując potencjał transformacyjny sztucznej inteligencji. Jego najnowsza przedsięwzięcie, technologia rozpoznawania twarzy oparta na sztucznej inteligencji, ponownie przyciągnęła uwagę opinii publicznej. Jednak jego perspektywa na przyszłość AI nie jest powszechnie słyszana w środowisku technologicznym. W inspirującej rozmowie z Stevenem Overly z POLITICO Tech, Jennings twierdzi, że najbardziej zaawansowane systemy sztucznej inteligencji stały się zbyt potężne, aby pozostawić je w prywatnych rękach. Argumentuje za zmianą równowagi władzy, sugerując, że interwencja rządowa jest niezbędnym krokiem, aby wykorzystać pełny potencjał AI.</p> <h3 id="bezprecedensowa-potęga-sztucznej-inteligencji"><strong>Bezprecedensowa Potęga Sztucznej Inteligencji</strong></h3> <p>Wzrost znaczenia AI w ostatnich latach charakteryzował się bezprecedensowym postępem. Zastosowania AI, zwłaszcza w technologii rozpoznawania twarzy, wykazały zdolność do analizy ogromnych zbiorów danych, identyfikacji wzorców i podejmowania decyzji z nadzwyczajną dokładnością. Te zdolności wykraczają poza zakres możliwości człowieka, obiecując przełomowe zmiany w wielu dziedzinach. Jednak w miarę wzrostu potencjału AI narastały również obawy dotyczące etyki, prywatności i nadużyć. Jennings wyznacza kluczowy moment: czy te potężne narzędzia powinny pozostać wyłącznie w rękach gigantów technologicznych, czy też powinny być powierzone ludowi poprzez interwencję rządową?</p> <h3 id="dychotomia-giganci-technologiczni-a-rząd"><strong>Dychotomia: Giganci Technologiczni a Rząd</strong></h3> <p>Jennings sprowadza tę decyzję do dychotomii dwóch opcji: albo giganci technologiczni nadal kontrolują trajektorię AI, albo rządy wkraczają w regulację i zarządzanie jej rozwojem. Koncepcja powierzenia takiej władzy podmiotom prywatnym budzi uzasadnione obawy dotyczące potencjalnych uprzedzeń, monopolów i niekontrolowanego wpływu, jaki skoncentrowana władza może wywrzeć. Jednak postulat interwencji rządowej nie jest pozbawiony swoich komplikacji.</p> <p>Jennings przyznaje, że obecne rządy mogą nie być w pełni przygotowane do skutecznego zarządzania zaawansowanymi systemami AI. Chociaż Kongres może odgrywać rolę regulatora, dynamiczna i szybko ewoluująca natura technologii AI stanowi istotne wyzwanie. Szybki rozwój zdolności AI często przewyższa procesy legislacyjne, czyniąc je niewystarczającymi do nadążania za szybkimi zmianami w środowisku technologicznym.</p> <h3 id="imperatyw-zmiany"><strong>Imperatyw Zmiany</strong></h3> <p>Jak więc znaleźć drogę naprzód? Jennings nie postuluje całkowitego odrzucenia roli Kongresu, ale nawołuje do innowacyjnych, dostosowanych struktur, które mogą efektywnie nadzorować i regulować rozwój technologii AI. Sugeruje, że poleganie wyłącznie na Kongresie w zakresie nadzoru jest porównywalne do proszenia żółwia, by dorównał zającowi - daremne wysiłki. Zamiast tego proponuje potrzebę nowych podejść i instytucji, specjalnie dostosowanych do zarządzania złożonością AI.</p> <h3 id="nowy-paradoks-kształtowanie-zarządzania-ai"><strong>Nowy Paradoks: Kształtowanie Zarządzania AI</strong></h3> <p>Wyobraźmy sobie nowy paradygmat, w którym zarządzanie AI jest kształtowane przez zróżnicowaną grupę ekspertów, technologów, etyków i decydentów. Ta grupa przekroczyłaby tradycyjne struktury biurokratyczne, umożliwiając szybkie reakcje na postępy AI. Służyłaby jako interfejs między postępami technologicznymi a regulacją rządową, zapewniając priorytet dla interesów społeczeństwa. Poprzez połączenie wiedzy ekspertów, ten nowy model mógłby poruszać się po skomplikowanej sieci rozwoju AI z elastycznością, której obecny krajobraz regulacyjny brakuje.</p> <h3 id="etyka-i-przejrzystość-filary-zarządzania-ai"><strong>Etyka i Przejrzystość: Filary Zarządzania AI</strong></h3> <p>Etyka i przejrzystość leżą u podstaw tego proponowanego paradygmatu zarządzania AI. Potencjał technologii AI do utrwalania uprzedzeń i naruszania prywatności osobistej podkreśla pilność potrzeby etycznego fundamentu. Mechanizmy przejrzystości umożliwiłyby społeczeństwu zrozumienie procesów podejmowania decyzji przez systemy AI, zmniejszając efekt “czarnej skrzynki”, który często utrudnia zrozumienie. Poprzez rozwiązanie tych kwestii etycznych i związanych z przejrzystością, ten model mógłby budować zaufanie publiczne, kluczowy czynnik skutecznego wdrożenia technologii AI.</p> <h3 id="od-regulacji-do-współpracy-kształtowanie-przyszłości-ai"><strong>Od Regulacji do Współpracy: Kształtowanie Przyszłości AI</strong></h3> <p>Koncepcja interwencji rządowej w dziedzinie AI nie jest bez swoich krytyków. Skeptycy argumentują, że zaangażowanie rządu może hamować innowacje i utrudniać dynamiczny wzrost, który sektor prywatny jest w stanie osiągnąć. Jednak perspektywa Jenningsa przewartościowuje dyskurs. Zamiast wyobrażać sobie interwencję rządową jako duszącą siłę regulacyjną, przedstawia ją jako wspólny wysiłek w kierunku odpowiedzialnego kształtowania przyszłości AI.</p> <h3 id="podsumowanie-wezwanie-do-przemyślenia-przyszłości-ai"><strong>Podsumowanie: Wezwanie do Przemyślenia Przyszłości AI</strong></h3> <p>Wnioski Charlesa Jenningsa zachęcają do głębokiego przemyślenia przyszłości sztucznej inteligencji. W miarę jak AI kontynuuje swoją błyskawiczną karierę, jej potencjalny wpływ na społeczeństwo nie może być bagatelizowany. Wybór między kontrolą prywatną a interwencją rządową niesie głębokie implikacje dla naszej przyszłości technologicznej. Chociaż wyzwania są ogromne, nie są one nie do pokonania. W miarę jak zastanawiamy się, kto powinien dzierżyć ogromną moc AI, ważne jest, abyśmy podejście do tego dyskursu z umysłem otwartym, gotowością do innowacji i determinacją kształtowali przyszłość, w której AI służy zbiorowym interesom społeczeństwa.</p> <p>W końcu to nie tylko wybór między gigantami technologicznymi a rządem. To wezwanie do zjednoczenia sił obu światów - prywatnych innowacji i publicznego zarządzania - aby kierować AI ku przyszłości, która przynosi korzyści wszystkim. Skomplikowany taniec między złożonością a dynamicznością w dziedzinie zarządzania AI jest odzwierciedleniem złożonego oddziaływania perspektyw, pomysłów i potencjalnych rozwiązań. W miarę jak rozważamy drogę naprzód, pamiętajmy, że w krajobrazie AI nawet jedno głos - choćby niekonwencjonalny - może wywołać rozmowę prowadzącą do przełomowych zmian.</p> <p><em>Oświadczenie: Wyrażone w tym artykule opinie są wyłącznie zdaniem autora i niekoniecznie odzwierciedlają poglądy POLITICO ani żadnych powiązanych podmiotów.</em> Źródło: [POLITICO](<a href="https://politico-tech.simplecast.com/episodes/one-techs-bold-idea-ai-is-the-new-atomic-energy-nationalize-it">POLITICO</a>)</p>]]></content><author><name></name></author><category term="article"/><category term="rzad"/><category term="sztuczna-inteligencja"/><category term="ai"/><category term="llm"/><summary type="html"><![CDATA[Co powinny zrobić rządy w kwestii sztucznej inteligencji.]]></summary></entry></feed>
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+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" xml:lang="pl"><generator uri="https://jekyllrb.com/" version="4.3.2">Jekyll</generator><link href="https://szymok.github.io/feed.xml" rel="self" type="application/atom+xml"/><link href="https://szymok.github.io/" rel="alternate" type="text/html" hreflang="pl"/><updated>2023-11-10T21:01:53+00:00</updated><id>https://szymok.github.io/feed.xml</id><title type="html">blank</title><subtitle>Blog o computer vision i ogólnie rozumianej sztucznej inteligencji. To kluczowe narzędzia wspierające decyzje biznesowe i pozwalające na uzyskanie przewagi konkurencyjnej. </subtitle><entry><title type="html">Iteracyjny Rozwój Promptu</title><link href="https://szymok.github.io/blog/2023/iterative-prompt-dev/" rel="alternate" type="text/html" title="Iteracyjny Rozwój Promptu"/><published>2023-10-14T03:21:12+00:00</published><updated>2023-10-14T03:21:12+00:00</updated><id>https://szymok.github.io/blog/2023/iterative-prompt-dev</id><content type="html" xml:base="https://szymok.github.io/blog/2023/iterative-prompt-dev/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/F7iibfCWwAAikHc-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/F7iibfCWwAAikHc-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/F7iibfCWwAAikHc-1400.webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="iteracyjny-rozwój-promptu-krok-po-kroku-do-doskonałości">Iteracyjny Rozwój Promptu: Krok po Kroku do Doskonałości</h1> <p>W fascynującym świecie interakcji z sztuczną inteligencją, iteracyjny rozwój promptu stanowi klucz do odkrywania i ulepszania możliwości, jakie oferują nam te zaawansowane technologie. Wyobraź sobie, że każde polecenie, które dajesz AI, jest jak nasionko, z którego wyrasta drzewo pełne rozmaitych owoców wiedzy i możliwości. Iteracyjny rozwój promptu to proces, w którym każda iteracja, czyli powtórzenie, jest jak kolejny etap wzrostu tego drzewa, przybliżając nas do doskonałego zrozumienia i wykorzystania potencjału AI.</p> <p>W tym artykule zgłębimy, jak krok po kroku rozwijać i udoskonalać nasze prompty. To podróż, w której nauczymy się nie tylko, jak zadawać lepsze pytania, ale również jak interpretować i wykorzystywać odpowiedzi AI w celu ciągłego doskonalenia naszych zapytań. To proces wymagający cierpliwości, analizy i kreatywności, ale jego nagroda jest nieoceniona – zdobycie umiejętności, która staje się coraz bardziej cenna w świecie zdominowanym przez technologię.</p> <p>Podążając tą ścieżką, zrozumiemy, że iteracyjny rozwój promptu to nie tylko techniczna umiejętność. To artystyczne rzemiosło, które łączy w sobie precyzję inżyniera z wyobraźnią poety. Zapraszam Cię do odkrycia, jak przez iteracje, eksperymenty i modyfikacje, możemy odkryć pełnię potencjału dialogu z AI, otwierając nowe horyzonty dla naszej kreatywności i innowacyjności.</p> <h2 id="setup">Setup</h2> <h4 id="załaduj-klucz-api-i-odpowiednie-biblioteki-pythona">Załaduj klucz API i odpowiednie biblioteki Pythona.</h4> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l3-iterative.ipynb.html" style="position: absolute; top: 0; left: 0; border-style: none;" width="100%" height="100%" onload="this.parentElement.style.paddingBottom = (this.contentWindow.document.documentElement.scrollHeight + 10) + 'px'"></iframe> </div> </div>]]></content><author><name></name></author><category term="paper"/><category term="prompt,"/><category term="basics,"/><category term="prompting,"/><category term="chatgpt,"/><category term="llm,"/><category term="conversation"/><summary type="html"><![CDATA[Obraz wygenerowany przy pomocy Midjourney]]></summary></entry><entry><title type="html">Wstęp do Promptingu</title><link href="https://szymok.github.io/blog/2023/guide-prompting/" rel="alternate" type="text/html" title="Wstęp do Promptingu"/><published>2023-10-12T20:55:12+00:00</published><updated>2023-10-12T20:55:12+00:00</updated><id>https://szymok.github.io/blog/2023/guide-prompting</id><content type="html" xml:base="https://szymok.github.io/blog/2023/guide-prompting/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/F7iibfCWwAAikHc-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/F7iibfCWwAAikHc-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/F7iibfCWwAAikHc-1400.webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="uczenie-się-sztuki-promptingu-jak-twój-blog-może-stać-się-akademią-ai">Uczenie się Sztuki Promptingu: Jak Twój Blog Może Stać Się Akademią AI</h1> <p>W dobie cyfrowej rewolucji, gdzie algorytmy kształtują nasz świat w niezliczonych, niewidocznych sposobach, istnieje jedna umiejętność, która wyróżnia się jako klucz do efektywnego wykorzystania potencjału sztucznej inteligencji: <em>prompting</em>. Wprowadzając na swój blog serię lekcji poświęconych tej fascynującej dyscyplinie, chcę otworzyć Ci drzwi do świata, gdzie granice między ludzką kreatywnością a maszynową precyzją stają się coraz bardziej płynne.</p> <p>W świecie, gdzie AI coraz bardziej przenika nasze codzienne życie, umiejętność efektywnego komunikowania się z maszynami jest nie tylko cenna, ale wręcz niezbędna. Chciałym stać się przewodnikiem w tej ekscytującej podróży. Te lekcje to nie tylko szansa na naukę, ale również okazja do otwarcia dyskusji, wymiany doświadczeń i wspólnego rozwoju.</p> <p>Zapraszam Cię do wstąpienia w świat promptingu, gdzie każde pytanie staje się kluczem do nowej wiedzy, a każda odpowiedź otwiera nowe możliwości. Ta seria artykułów to nie tylko przewodnik, to twoja mapa na drodze do opanowania sztuki dialogu z AI. Razem odkryjemy, jak za pomocą prostych poleceń możemy kształtować, uczyć i współpracować z inteligentnymi systemami, odkrywając nowe horyzonty możliwości.</p> <h1 id="wstęp-do-promptingu">Wstęp do promptingu</h1> <p>W tej lekcji przećwiczysz dwie zasady promptowania i związane z nimi taktyki, aby napisać skuteczne podpowiedzi dla dużych modeli językowych.</p> <h2 id="setup">Setup</h2> <h4 id="załaduj-klucz-api-i-odpowiednie-biblioteki-pythona">Załaduj klucz API i odpowiednie biblioteki Pythona.</h4> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l2-guidelines.ipynb.html" style="position: absolute; top: 0; left: 0; border-style: none;" width="100%" height="100%" onload="this.parentElement.style.paddingBottom = (this.contentWindow.document.documentElement.scrollHeight + 10) + 'px'"></iframe> </div> </div>]]></content><author><name></name></author><category term="paper"/><category term="prompt,"/><category term="basics,"/><category term="prompting,"/><category term="chatgpt,"/><category term="llm"/><summary type="html"><![CDATA[Jak, dlaczego i jakich używać taktyk pisania promptów]]></summary></entry><entry><title type="html">Jak Działa Rozpoznawanie Obiektów w Computer Vision?</title><link href="https://szymok.github.io/blog/2023/rozpoznawanie-obrazow/" rel="alternate" type="text/html" title="Jak Działa Rozpoznawanie Obiektów w Computer Vision?"/><published>2023-10-03T03:21:12+00:00</published><updated>2023-10-03T03:21:12+00:00</updated><id>https://szymok.github.io/blog/2023/rozpoznawanie-obrazow</id><content type="html" xml:base="https://szymok.github.io/blog/2023/rozpoznawanie-obrazow/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/F7iibfCWwAAikHc-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/F7iibfCWwAAikHc-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/F7iibfCWwAAikHc-1400.webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="jak-działa-rozpoznawanie-obiektów-w-computer-vision">Jak Działa Rozpoznawanie Obiektów w Computer Vision?</h1> <p>Rozpoznawanie obiektów w Computer Vision to obszar, który odgrywa kluczową rolę w analizie i interpretacji obrazów przez maszyny. Proces ten obejmuje wykorzystanie zaawansowanych algorytmów i technik, które pozwalają komputerom zidentyfikować oraz sklasyfikować obiekty na obrazach. W tym obszernym artykule zgłębimy tajniki rozpoznawania obiektów, wyjaśniając kluczowe etapy tego fascynującego procesu, analizując najnowsze trendy i badania naukowe w dziedzinie.</p> <h2 id="proces-rozpoznawania-obiektów">Proces Rozpoznawania Obiektów</h2> <h3 id="1-segmentacja-obrazu">1. <strong>Segmentacja Obrazu</strong></h3> <p>Pierwszym krokiem w rozpoznawaniu obiektów jest segmentacja obrazu. Algorytmy dzielą obraz na obszary, zwane segmentami, które reprezentują potencjalne obiekty. To podejście pomaga zidentyfikować obszary zainteresowania na obrazie.</p> <h3 id="2-ekstrakcja-cech">2. <strong>Ekstrakcja Cech</strong></h3> <p>Po zidentyfikowaniu obszarów zainteresowania następuje ekstrakcja cech. To proces, w którym algorytmy wyodrębniają istotne informacje z segmentów, takie jak kształt, tekstura czy kolor. Cechy te stanowią podstawę do późniejszej klasyfikacji obiektów.</p> <h3 id="3-klasyfikacja-obiektów">3. <strong>Klasyfikacja Obiektów</strong></h3> <p>Kiedy cechy są wyodrębnione, następuje klasyfikacja obiektów. Algorytmy uczą się rozpoznawać różne klasy obiektów na podstawie wcześniej zebranych danych treningowych. Klasyfikacja może obejmować wiele kategorii, takich jak ludzie, samochody, zwierzęta, itp.</p> <h3 id="4-detekcja-obiektów">4. <strong>Detekcja Obiektów</strong></h3> <p>Detekcja obiektów to etap, w którym algorytmy lokalizują obiekty na obrazie i oznaczają je ramką. Często wykorzystywane są tutaj tzw. modele detekcji, takie jak Faster R-CNN czy YOLO, które umożliwiają skuteczną identyfikację i lokalizację wielu obiektów jednocześnie.</p> <h2 id="złożoność-algorytmów">Złożoność Algorytmów</h2> <p>Zrozumienie złożoności algorytmów wykorzystywanych do rozpoznawania obiektów jest kluczowe dla efektywnego projektowania systemów Computer Vision. W miarę jak technologie rozwijają się, algorytmy stają się bardziej wyrafinowane, co z jednej strony pozwala na dokładniejsze rozpoznawanie, ale z drugiej strony stawia przed nami wyzwania związane z zasobami obliczeniowymi.</p> <h2 id="wykorzystanie-praktyczne">Wykorzystanie Praktyczne</h2> <p>Rozpoznawanie obiektów znajduje zastosowanie w różnych dziedzinach, od automatycznej analizy obrazów w medycynie po bezpieczeństwo publiczne. Przykłady obejmują rozpoznawanie twarzy w systemach bezpieczeństwa, identyfikację chorób na obrazach medycznych czy nawet autonomiczne pojazdy, które muszą rozpoznawać otaczające je obiekty.</p> <h2 id="zaawansowane-technologie-w-rozpoznawaniu-obiektów">Zaawansowane Technologie w Rozpoznawaniu Obiektów</h2> <p>Ostatnie badania skupiają się na wprowadzeniu zaawansowanych technologii, takich jak uczenie głębokie (deep learning) czy przetwarzanie graficzne oparte na jednostkach tensorowych (Tensor Processing Units). Te innowacje prowadzą do znaczącego wzrostu skuteczności rozpoznawania obiektów.</p> <h2 id="wyzwania-i-przyszłość-rozpoznawania-obiektów">Wyzwania i Przyszłość Rozpoznawania Obiektów</h2> <p>Mimo postępów w dziedzinie rozpoznawania obiektów, nadal istnieją wyzwania. Jednym z nich jest skomplikowany kontekst, w którym obiekty mogą występować, co wymaga od algorytmów elastyczności i zdolności do rozpoznawania obiektów w różnych sytuacjach.</p> <p>Kierunki rozwoju obejmują także bardziej zaawansowane metody interpretacji kontekstu, integrację danych z różnych źródeł, takich jak dane lidarowe czy kamery termowizyjne, oraz rozwijanie algorytmów zdolnych do uczenia się w czasie rzeczywistym.</p> <h2 id="zastosowanie-praktyczne-w-różnych-branżach">Zastosowanie Praktyczne w Różnych Branżach</h2> <p>Rozpoznawanie obiektów znajduje zastosowanie w wielu branżach. W medycynie wspomaga diagnozowanie chorób, w przemyśle przyspiesza procesy produkcyjne, a w transporcie umożliwia rozwój pojazdów autonomicznych. Warto przyjrzeć się bliżej, jak te technologie zmieniają nasz świat.</p> <h2 id="wnioski">Wnioski</h2> <p>Rozpoznawanie obiektów w Computer Vision to obszar o ogromnym potencjale i znaczeniu dla wielu dziedzin. Algorytmy, wykorzystujące zaawansowane techniki, umożliwiają komputerom zrozumienie otaczającego świata na nowych poziomach. Złożoność procesu oraz wykorzystanie praktyczne sprawiają, że jest to fascynujące pole do badań i rozwoju technologicznego. Oby więcej osób zrozumiało, jak działa to zaawansowane rozwiązanie i jakie niesie ze sobą możliwości.</p>]]></content><author><name></name></author><category term="paper"/><category term="computer-vision,"/><category term="cv,"/><category term="basics,"/><category term="how-it-works,"/><category term="object-recognition"/><summary type="html"><![CDATA[Podstawy o rozpoznawaniu obiektów]]></summary></entry><entry><title type="html">Przechwytywanie i Odtwarzanie Wysokiej Jakości Awatarów 3D</title><link href="https://szymok.github.io/blog/2023/3d-avatar/" rel="alternate" type="text/html" title="Przechwytywanie i Odtwarzanie Wysokiej Jakości Awatarów 3D"/><published>2023-09-23T01:01:45+00:00</published><updated>2023-09-23T01:01:45+00:00</updated><id>https://szymok.github.io/blog/2023/3d-avatar</id><content type="html" xml:base="https://szymok.github.io/blog/2023/3d-avatar/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9-1400.webp"/> <img src="/assets/img/crisfy_Movie_up_style_3d_Avatar_brown_wavy_hair_with_college_ma_c3a121bb-c4b5-45f6-854b-a0b7478e19b9.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="przechwytywanie-i-odtwarzanie-wysokiej-jakości-awatarów-3d">Przechwytywanie i Odtwarzanie Wysokiej Jakości Awatarów 3D</h1> <p>W dzisiejszych czasach technologia wciąż nas zaskakuje, zwłaszcza w obszarze Computer Vision. Jednym z najbardziej fascynujących aspektów tej dziedziny jest zdolność do przechwytywania i odtwarzania awatarów 3D, które stanowią reprezentację wirtualnych postaci. Ten artykuł przybliży Ci świat przechwytywania i odtwarzania awatarów 3D o wysokiej jakości oraz pokaże, jakie możliwości stwarza ta technologia.</p> <h2 id="awatary-3d-co-to-właściwie-jest">Awatary 3D: Co to właściwie jest?</h2> <p>Na początek warto zrozumieć, czym są awatary 3D. To wirtualne reprezentacje postaci lub obiektów, które są trójwymiarowe, co oznacza, że mają głębię i trójwymiarową strukturę. W przeciwieństwie do tradycyjnych awatarów 2D, awatary 3D są bardziej realistyczne i bardziej wiernie oddają zachowanie postaci.</p> <p>Przechwytywanie i odtwarzanie awatarów 3D to proces, który umożliwia przekształcenie rzeczywistych obiektów lub postaci w ich wirtualne odpowiedniki. Dzięki temu można stworzyć awatary o niezwykłej dokładności, które znajdują zastosowanie w wielu dziedzinach, w tym w grach komputerowych, filmach, medycynie czy nawet wirtualnej rzeczywistości.</p> <h2 id="przechwytywanie-awatarów-3d">Przechwytywanie Awatarów 3D</h2> <p>Proces przechwytywania awatarów 3D jest fascynujący i skomplikowany jednocześnie. Wykorzystuje się różnorodne technologie, w tym skanery 3D, kamery głębi oraz zaawansowane algorytmy komputerowe. Głównym celem jest dokładne odtworzenie kształtu, tekstury i ruchu rzeczywistego obiektu lub postaci.</p> <h3 id="skanery-3d">Skanery 3D</h3> <p>Skanery 3D to urządzenia, które pozwalają na uzyskanie dokładnej trójwymiarowej mapy powierzchni obiektu. Działają one na zasadzie pomiaru odległości między skanerem a obiektem za pomocą laserów lub światła strukturalnego. Następnie te dane są przetwarzane w celu stworzenia awatara 3D.</p> <h3 id="kamery-głębi">Kamery głębi</h3> <p>Kamery głębi to kolejna technologia używana do przechwytywania awatarów 3D. Działa ona na podobnej zasadzie do ludzkiego wzroku, mierząc odległość między kamerą a obiektem. Kamery te są często wykorzystywane w rozrywce wirtualnej oraz do interakcji z awatarami w czasie rzeczywistym.</p> <h2 id="odtwarzanie-awatarów-3d">Odtwarzanie Awatarów 3D</h2> <p>Po przechwyceniu danych z rzeczywistego obiektu lub postaci, następuje proces odtwarzania awatara 3D. To tutaj technologia Computer Vision odgrywa kluczową rolę. Zaawansowane algorytmy analizują dane i tworzą trójwymiarowy model, który może być dalej modyfikowany i używany.</p> <h2 id="zastosowania-awatarów-3d">Zastosowania Awatarów 3D</h2> <p>Awatary 3D znajdują szerokie zastosowanie w wielu dziedzinach. Oto kilka przykładów:</p> <h3 id="gry-komputerowe">Gry Komputerowe</h3> <p>W grach komputerowych awatary 3D są wykorzystywane do stworzenia realistycznych postaci, które reagują na działania graczy. Dzięki temu rozgrywka staje się bardziej immersyjna i emocjonująca.</p> <h3 id="film-i-animacja">Film i Animacja</h3> <p>W przemyśle filmowym awatary 3D są wykorzystywane do tworzenia efektów specjalnych oraz animowanych postaci. Pozwalają one na stworzenie wizualnie imponujących produkcji.</p> <h3 id="medycyna">Medycyna</h3> <p>W medycynie awatary 3D mogą być używane do tworzenia modeli anatomicznych, co pomaga lekarzom w planowaniu operacji oraz diagnostyce.</p> <h3 id="wirtualna-rzeczywistość">Wirtualna Rzeczywistość</h3> <p>Wirtualna rzeczywistość to świat, w którym awatary 3D pozwalają użytkownikom na interakcję z wirtualnym środowiskiem. To otwiera nowe możliwości w dziedzinie rozrywki, nauki i szkolenia.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Przechwytywanie i odtwarzanie awatarów 3D to fascynujący obszar Computer Vision, który otwiera wiele drzwi do nowych możliwości. Ta technologia pozwala na tworzenie realistycznych wirtualnych postaci, które znajdują zastosowanie w wielu dziedzinach, od gier komputerowych po medycynę. Dzięki niej przyszłość wirtualnej rzeczywistości wydaje się jeszcze bardziej ekscytująca.</p>]]></content><author><name></name></author><category term="paper"/><category term="articles,"/><category term="reading,"/><category term="science,"/><category term="learning,"/><category term="techniques,"/><category term="papers,"/><category term="research"/><summary type="html"><![CDATA[Czym są i jakie mają zastosowanie awatary 3D?]]></summary></entry><entry><title type="html">Jak efektywnie czytać artykuły naukowe</title><link href="https://szymok.github.io/blog/2023/reading-papers/" rel="alternate" type="text/html" title="Jak efektywnie czytać artykuły naukowe"/><published>2023-09-19T04:01:45+00:00</published><updated>2023-09-19T04:01:45+00:00</updated><id>https://szymok.github.io/blog/2023/reading-papers</id><content type="html" xml:base="https://szymok.github.io/blog/2023/reading-papers/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd-1400.webp"/> <img src="/assets/img/thebommel_collage_of_science_papers_and_measurements_383710fe-466e-4e7d-8218-0649915433dd.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="skuteczne-odczytywanie-artykułów-naukowych-techniki-i-strategie">Skuteczne Odczytywanie Artykułów Naukowych: Techniki i Strategie</h1> <p>W dzisiejszym świecie nauki ogromna ilość informacji jest dostępna na wyciągnięcie ręki. Artykuły naukowe stanowią kluczowe źródło wiedzy dla badaczy, studentów i profesjonalistów, ale ich czytanie może być wyzwaniem. W tym artykule dowiesz się, jak efektywnie odczytywać artykuły naukowe, aby w pełni wykorzystać ich potencjał i zrozumieć zawarte w nich informacje.</p> <h2 id="zrozumienie-struktury-artykułu-naukowego">Zrozumienie Struktury Artykułu Naukowego</h2> <p>Kluczem do efektywnego czytania artykułów naukowych jest zrozumienie ich struktury. Większość artykułów naukowych składa się z następujących sekcji:</p> <h3 id="1-tytuł">1. Tytuł</h3> <p>Tytuł artykułu zawiera krótkie podsumowanie jego tematu. To pierwszy element, który przyciąga uwagę czytelnika, dlatego warto zwrócić na niego uwagę.</p> <h3 id="2-autorzy">2. Autorzy</h3> <p>Sekcja autorów zawiera informacje o osobach lub zespołach odpowiedzialnych za badania. To ważne, aby ocenić wiarygodność artykułu.</p> <h3 id="3-streszczenie-abstract">3. Streszczenie (Abstract)</h3> <p>Streszczenie to krótka prezentacja celów, metod, wyników i wniosków artykułu. To idealne miejsce, aby ocenić, czy artykuł jest związany z twoim obszarem zainteresowań.</p> <h3 id="4-wprowadzenie">4. Wprowadzenie</h3> <p>Sekcja wprowadzenia wyjaśnia, dlaczego badanie zostało przeprowadzone i jakie są jego cele. To ważne, aby zrozumieć kontekst i znaczenie badań.</p> <h3 id="5-metody">5. Metody</h3> <p>W tej sekcji autorzy opisują, jak przeprowadzili badania. To ważne, aby ocenić, czy metody były odpowiednie do uzyskania wyników.</p> <h3 id="6-wyniki">6. Wyniki</h3> <p>Sekcja wyników prezentuje uzyskane dane i obserwacje. To kluczowa część artykułu, która dostarcza faktów i dowodów.</p> <h3 id="7-dyskusja">7. Dyskusja</h3> <p>W sekcji dyskusji autorzy analizują swoje wyniki, porównują je z wcześniejszymi badaniami i wyciągają wnioski. To miejsce, gdzie powstają główne spostrzeżenia.</p> <h3 id="8-bibliografia">8. Bibliografia</h3> <p>Lista literatury zawiera odnośniki do źródeł, które autorzy wykorzystali w swoim artykule.</p> <h2 id="skupienie-na-kluczowych-elementach">Skupienie na Kluczowych Elementach</h2> <p>Czytanie artykułów naukowych może być czasochłonne, dlatego warto skupić się na kluczowych elementach. Oto kilka strategii, które pomogą ci w efektywnym czytaniu:</p> <h3 id="1-przeczytaj-tytuł-i-streszczenie">1. Przeczytaj Tytuł i Streszczenie</h3> <p>Rozpocznij od przeczytania tytułu i streszczenia. To pozwoli ci zrozumieć główny temat i cel badania.</p> <h3 id="2-przejrzyj-wprowadzenie-i-dyskusję">2. Przejrzyj Wprowadzenie i Dyskusję</h3> <p>Następnie przeczytaj wprowadzenie i dyskusję. Wprowadzenie pokaże ci, dlaczego badanie jest ważne, a dyskusja pomoże zrozumieć główne wnioski.</p> <h3 id="3-sprawdz-metody-i-wyniki">3. Sprawdz Metody i Wyniki</h3> <p>Sprawdz sekcje metod i wyników, aby zobaczyć, jak badanie zostało przeprowadzone i jakie wyniki uzyskano. Skoncentruj się na wykresach, tabelach i podsumowaniach wyników.</p> <h2 id="zastosowanie">Zastosowanie</h2> <h3 id="sprawdź-dostępność-danych-i-kodu-artykułu">Sprawdź dostępność danych i kodu artykułu:</h3> <p>Przejrzyj stronę artykułu w poszukiwaniu dostępu do kodu źródłowego i danych. Możesz także poszukać implementacji artykułu na platformach takich jak GitHub i Kaggle. Znalezienie implementacji artykułu ułatwi proces zrozumienia, jak został stworzony, co jest szczególnie pomocne, jeśli chcesz go dostosować do nowych danych. To oszczędzi Ci wiele czasu.</p> <h3 id="izoluj-sposób-budowy-modelu">Izoluj sposób budowy modelu</h3> <p>Jeśli kod źródłowy artykułu nie jest dostępny, będziesz musiał zaimplementować modele od podstaw. Możesz to zrobić, kierując się następującymi krokami:</p> <p>Architektura Modelu: Prawie każdy artykuł będzie zawierać diagram architektury modelu. Zrozumienie tego pomoże lepiej zrozumieć, jak działa model i co dokładnie robi.</p> <p>Wejścia i Wyjścia: Zrozumienie, jakie dane są podawane na wejściu i jakie wyniki są generowane na wyjściu modelu, pomoże w lepszym zrozumieniu, co dokładnie robi model. Przyjrzyj się wynikom, czy to prawdopodobieństwo, mapa segmentacji, ramki ograniczające itp.</p> <p>Nowe lub Niestandardowe Warstwy: Przyjrzyj się nowym technikom lub warstwom używanym w modelu, ponieważ mogą być one kluczowe dla zrozumienia, co autorzy artykułu dodali. Kod lub implementacja artykułu prawdopodobnie skupia się na tych nowych warstwach, więc warto dobrze zrozumieć, jak działają.</p> <p>Obliczenia Funkcji Straty: W artykule znajdziesz matematyczną formułę, która opisuje, jak obliczana jest funkcja straty. Jest to istotne do zrozumienia i zauważenia przed implementacją, ponieważ wpłynie to na wyniki. Musisz także zrozumieć, na jakiej podstawie została wybrana, ponieważ może być konieczne jej dostosowanie do Twojego projektu.</p> <p>Trenowanie Modelu: Zrozumienie, jak model był trenowany oraz jakie hiperparametry, rozmiar partii (batch size) i konfiguracje modelu zostały użyte.</p> <h3 id="rozpoznaj-co-nie-zostało-zrozumiane">Rozpoznaj, co nie zostało zrozumiane</h3> <p>Podkreśl punkty, które nie zostały zrozumiane i wymagają dalszego zgłębienia lub badania. Artykuły naukowe opierają się na sobie nawzajem. Dlatego oczekuje się, że masz pewne podstawowe tło i wiedzę związane z artykułem, który czytasz. Zaznacz i notuj te punkty, które pozostają niejasne, a następnie poszukaj odnośników i źródeł, które mogą Ci w tym pomóc. Mogą one być już cytowane w artykule, który czytasz.</p> <h3 id="wypróbuj-to-na-własnym-przykładzie">Wypróbuj to na własnym przykładzie</h3> <p>Aby naprawdę zrozumieć model, możesz go wytrenować na dostępnych danych z artykułu i spróbować odtworzyć wyniki, jeśli to możliwe. Pomoże to zrozumieć, jak dokładnie model działa i rozwijać umiejętność tworzenia niestandardowych warstw i definiowania własnych metryk straty, które są odpowiednie dla Twojego zadania i danych. Czasami może to być trudne, nawet jeśli dane są dostępne do ponownego trenowania modelu na wszystkich dostępnych danych, ponieważ może to zająć zbyt dużo czasu. W takim przypadku można zastosować model tylko do części dostępnych danych, aby upewnić się, że zaimplementowany model działa zgodnie z oczekiwaniami, a następnie można go zastosować do własnych danych.</p> <h3 id="zastosuj-to-do-własnych-danych">Zastosuj to do własnych danych</h3> <p>Ostatnim krokiem jest zastosowanie modelu do własnych danych. Możesz zastosować ten sam model, co w artykule, bez żadnych zmian, lub dostosować go do swojego projektu lub danych.</p> <h2 id="skuteczne-notatki-i-podkreślanie">Skuteczne Notatki i Podkreślanie</h2> <p>Aby utrwalić wiedzę i ułatwić późniejsze odniesienie się do artykułu, warto prowadzić efektywne notatki. Warto również korzystać z różnych kolorów podczas podkreślania lub zaznaczania kluczowych fragmentów tekstu.</p> <h2 id="przykłady-i-analogie">Przykłady i Analogie</h2> <p>Korzystanie z przykładów i analogii może pomóc w zrozumieniu trudnych koncepcji. Przykłady z życia codziennego lub analogie do znanych sytuacji mogą uczynić treść bardziej przystępną.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Czytanie artykułów naukowych może być zarówno wyzwaniem, jak i źródłem wiedzy. Warto skoncentrować się na kluczowych sekcjach artykułów, zadawać pytania w razie potrzeby, korzystać z kontekstu i rozwijać własne cele czytania. Z czasem i praktyką, stanie się to bardziej efektywnym procesem, który pomoże w rozwoju wiedzy i badawczej kariery.</p>]]></content><author><name></name></author><category term="paper"/><category term="articles,"/><category term="reading,"/><category term="science,"/><category term="learning,"/><category term="techniques,"/><category term="strategies,"/><category term="papers,"/><category term="research"/><summary type="html"><![CDATA[Wprowadzenie w świat wiedzy - czytanie artykułów naukowych.]]></summary></entry><entry><title type="html">Przetwarzanie Obrazów - Wprowadzenie</title><link href="https://szymok.github.io/blog/2023/cv-przetw-obrazow/" rel="alternate" type="text/html" title="Przetwarzanie Obrazów - Wprowadzenie"/><published>2023-09-13T08:01:45+00:00</published><updated>2023-09-13T08:01:45+00:00</updated><id>https://szymok.github.io/blog/2023/cv-przetw-obrazow</id><content type="html" xml:base="https://szymok.github.io/blog/2023/cv-przetw-obrazow/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264-1400.webp"/> <img src="/assets/img/visual_nexus_abstract_non-representational_geometric_shadows_lo_391fb38d-c47c-4755-85cc-fd1604bf1264.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="przetwarzanie-obrazów-wprowadzenie-do-technik-i-zastosowań">Przetwarzanie Obrazów: Wprowadzenie do Technik i Zastosowań</h1> <h2 id="złożoność-i-wybuchowość-w-przetwarzaniu-obrazów">Złożoność i Wybuchowość w Przetwarzaniu Obrazów</h2> <p>Przetwarzanie obrazów to dynamicznie rozwijająca się dziedzina w informatyce, która ma ogromne znaczenie w naszym codziennym życiu. Obejmuje ona analizę, manipulację i zrozumienie danych wizualnych, co znajduje zastosowanie w wielu dziedzinach, od medycyny po przemysł filmowy. W tym artykule przyjrzymy się temu fascynującemu obszarowi, skupiając się na aspektach złożoności i wybuchowości w kontekście przetwarzania obrazów.</p> <h2 id="zrozumienie-przetwarzania-obrazów">Zrozumienie Przetwarzania Obrazów</h2> <p>Przetwarzanie obrazów to nauka o analizie i manipulacji cyfrowych obrazów. W rzeczywistości każdy obraz cyfrowy jest reprezentowany jako siatka pikseli, z których każdy ma określoną wartość koloru. W tej dziedzinie nauki wykorzystuje się techniki matematyczne i algorytmy, aby ekstrahować informacje z obrazów i podejmować decyzje na ich podstawie. W efekcie przetwarzanie obrazów pozwala na automatyczną analizę i interpretację danych wizualnych.</p> <h2 id="złożoność-w-przetwarzaniu-obrazów">Złożoność w Przetwarzaniu Obrazów</h2> <p>Złożoność przetwarzania obrazów wynika z kilku czynników. Po pierwsze, obrazy cyfrowe mogą być bardzo rozbudowane pod względem rozmiaru i szczegółowości. Rozdzielczość obrazów może sięgać milionów pikseli, co sprawia, że analiza każdego z nich staje się wyzwaniem obliczeniowym. Po drugie, obrazy mogą zawierać wiele warstw informacji, takich jak kolory, tekstury i kształty. Przetwarzanie tych danych wymaga zaawansowanych algorytmów.</p> <h2 id="wybuchowość-w-przetwarzaniu-obrazów">Wybuchowość w Przetwarzaniu Obrazów</h2> <p>Wybuchowość w kontekście przetwarzania obrazów oznacza zdolność do dynamicznego reagowania na różnorodność danych wizualnych i sytuacji. W rzeczywistości, świat obrazów jest pełen zmiennych czynników, takich jak zmienne oświetlenie, perspektywa, położenie obiektów itp. Dlatego też, algorytmy przetwarzania obrazów muszą być elastyczne i zdolne do dostosowania się do różnych scenariuszy.</p> <h2 id="zaawansowane-techniki-w-przetwarzaniu-obrazów">Zaawansowane Techniki w Przetwarzaniu Obrazów</h2> <h3 id="1-segmentacja-obrazu">1. Segmentacja obrazu</h3> <p>Segmentacja to proces podziału obrazu na różne obszary, które reprezentują różne obiekty lub regiony. Zaawansowane techniki segmentacji pozwalają na automatyczne wyodrębnienie obiektów z tła, co jest przydatne w medycynie (np. detekcja guzów), przemyśle (np. kontrola jakości) i wielu innych dziedzinach.</p> <h3 id="2-wykrywanie-obiektów">2. Wykrywanie obiektów</h3> <p>Wykrywanie obiektów polega na identyfikowaniu i lokalizowaniu obiektów na obrazie. To kluczowa funkcja w przetwarzaniu obrazów, stosowana w systemach monitoringu, rozpoznawaniu twarzy, czy nawet w autonomicznych pojazdach.</p> <h3 id="3-analiza-tekstur">3. Analiza tekstur</h3> <p>Analiza tekstur pozwala na identyfikację powtarzających się wzorców na obrazie. To przydatne w dziedzinach takich jak diagnostyka medyczna (analiza tekstur na obrazach MRI) oraz w przemyśle filmowym (animacja tekstur na powierzchniach 3D).</p> <h2 id="zastosowania-przetwarzania-obrazów">Zastosowania Przetwarzania Obrazów</h2> <h3 id="medycyna">Medycyna</h3> <p>Przetwarzanie obrazów ma kluczowe znaczenie w medycynie, gdzie jest wykorzystywane do diagnostyki, planowania zabiegów chirurgicznych i monitorowania stanu pacjentów. Przykładowo, komputerowe tomografie (CT) i rezonanse magnetyczne (MRI) opierają się na zaawansowanych technikach przetwarzania obrazów.</p> <h3 id="przemysł">Przemysł</h3> <p>W przemyśle przetwarzanie obrazów jest używane do kontroli jakości produktów, monitoringu procesów produkcyjnych i zarządzania magazynami. Dzięki temu można unikać wadliwych produktów i zoptymalizować produkcję.</p> <h3 id="bezpieczeństwo">Bezpieczeństwo</h3> <p>W systemach bezpieczeństwa, takich jak kamery monitoringu, przetwarzanie obrazów umożliwia wykrywanie podejrzanych zachowań, rozpoznawanie twarzy i identyfikację pojęć kluczowych w czasie rzeczywistym.</p> <h2 id="przyszłość-przetwarzania-obrazów">Przyszłość Przetwarzania Obrazów</h2> <p>Przetwarzanie obrazów rozwija się w zastraszającym tempie. Zaawansowane modele uczenia maszynowego, takie jak sieci neuronowe, rewolucjonizują dziedzinę, umożliwiając automatyczne rozpoznawanie obiektów i interpretację treści na obrazach. Przyszłość przetwarzania obrazów będzie wiązać się z jeszcze bardziej zaawansowanymi algorytmami, które będą w stanie analizować obrazy w bardziej kontekstualny sposób, jak ludzki mózg.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Przetwarzanie obrazów to dziedzina, która ma ogromne znaczenie w naszym życiu codziennym i w wielu dziedzinach, takich jak medycyna, przemysł czy bezpieczeństwo. Złożoność i wybuchowość tego obszaru sprawiają, że naukowcy i inżynierowie pracują nad coraz bardziej zaawansowanymi technikami i algorytmami. Przetwarzanie obrazów jest jednym z kluczowych filarów rozwoju sztucznej inteligencji i będzie odgrywać jeszcze większą rolę w przyszłości.</p>]]></content><author><name></name></author><category term="computer-vision"/><category term="computer-vision"/><category term="computer-vision-learn"/><category term="techniques"/><category term="applications"/><summary type="html"><![CDATA[Computer Vision, wprowadzenie, techniki i zastosowania.]]></summary></entry><entry><title type="html">Computer Vision - o co w tym chodzi?</title><link href="https://szymok.github.io/blog/2023/computer-vision-basics/" rel="alternate" type="text/html" title="Computer Vision - o co w tym chodzi?"/><published>2023-09-10T12:12:45+00:00</published><updated>2023-09-10T12:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/computer-vision-basics</id><content type="html" xml:base="https://szymok.github.io/blog/2023/computer-vision-basics/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af-1400.webp"/> <img src="/assets/img/supermoggy_computer_vision_in_education_94e97ddc-a0bf-4656-908e-5465fd54b2af.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Computer Vision według Midjourney </div> <h1 id="podstawy-computer-vision-wprowadzenie-do-świata-wizualnej-analizy">Podstawy Computer Vision: Wprowadzenie do Świata Wizualnej Analizy</h1> <p>Computer Vision, czyli po polsku Wizja Komputerowa, to fascynujący obszar sztucznej inteligencji, który umożliwia maszynom rozumienie i interpretację obrazów oraz filmów. Ta dziedzina odgrywa kluczową rolę w rozwoju technologii, otwierając przed nami nieograniczone możliwości. W tym artykule zapoznamy się z podstawami Computer Vision, aby pomóc Ci zrozumieć, czym jest i dlaczego jest tak istotna.</p> <h2 id="czym-jest-computer-vision"><strong>Czym Jest Computer Vision?</strong></h2> <p>Computer Vision jest dziedziną sztucznej inteligencji, która ma na celu umożliwienie komputerom “widzenia” i analizy wizualnych danych. To oznacza, że maszyny mogą rozpoznawać obiekty, osoby, miejsca, ruch i wiele innych aspektów wizualnych informacji, tak jak to robi człowiek. W skrócie, Computer Vision pozwala komputerom zrozumieć świat wizualny, co ma wiele praktycznych zastosowań.</p> <h2 id="zastosowania-computer-vision"><strong>Zastosowania Computer Vision</strong></h2> <p>Zanim zagłębimy się w techniczne detale, warto zrozumieć, dlaczego Computer Vision jest tak ważny i jakie ma praktyczne zastosowania. Oto kilka obszarów, w których ta technologia odgrywa kluczową rolę:</p> <h3 id="1-medycyna"><strong>1. Medycyna</strong></h3> <p>W dziedzinie medycyny Computer Vision jest wykorzystywany do analizy obrazów medycznych, takich jak zdjęcia rentgenowskie czy tomografie komputerowe. Dzięki temu lekarze mogą szybciej i dokładniej diagnozować schorzenia, co przekłada się na poprawę opieki zdrowotnej.</p> <h3 id="2-przemysł"><strong>2. Przemysł</strong></h3> <p>W przemyśle Computer Vision jest używany do kontroli jakości produktów, śledzenia i zarządzania magazynami oraz automatyzacji procesów produkcyjnych. To pozwala na zwiększenie efektywności i obniżenie kosztów produkcji.</p> <h3 id="3-motoryzacja"><strong>3. Motoryzacja</strong></h3> <p>W branży motoryzacyjnej Computer Vision odgrywa kluczową rolę w rozwoju aut autonomicznych. Dzięki technologii wizualnej samochody potrafią rozpoznawać znaki drogowe, unikać kolizji i samodzielnie prowadzić pojazd.</p> <h3 id="4-rozrywka"><strong>4. Rozrywka</strong></h3> <p>W świecie rozrywki Computer Vision jest wykorzystywany do tworzenia gier wirtualnych, aplikacji rzeczywistości rozszerzonej i rozpoznawania ruchu. To pozwala na bardziej immersywne i zaawansowane doświadczenia rozrywkowe.</p> <h3 id="5-bezpieczeństwo"><strong>5. Bezpieczeństwo</strong></h3> <p>W zastosowaniach związanych z bezpieczeństwem Computer Vision jest używany do monitorowania i analizy wideo z kamer przemysłowych oraz do rozpoznawania twarzy w celu kontroli dostępu.</p> <h2 id="jak-działa-computer-vision"><strong>Jak Działa Computer Vision?</strong></h2> <p>Teraz, gdy mamy ogólne pojęcie o zastosowaniach Computer Vision, przejdźmy do tego, jak ta technologia działa. Istnieje wiele metod i algorytmów wykorzystywanych w Computer Vision, ale ogólny proces można podzielić na kilka głównych kroków:</p> <h3 id="1-akwizycja-danych"><strong>1. Akwizycja Danych</strong></h3> <p>Pierwszym krokiem w Computer Vision jest pozyskanie danych wizualnych. To może obejmować zdjęcia, nagrania wideo lub obrazy z kamer.</p> <h3 id="2-preprocessing"><strong>2. Preprocessing</strong></h3> <p>Następnie dane te są przetwarzane, aby usunąć szum, dostosować kontrast i jasność, a także przekształcić je na formę bardziej odpowiednią do analizy.</p> <h3 id="3-wykrywanie-obiektów"><strong>3. Wykrywanie obiektów</strong></h3> <p>Ten krok polega na identyfikacji obiektów lub cech w obrazie. To może obejmować rozpoznawanie twarzy, pojazdów, znaków drogowych i innych obiektów.</p> <h3 id="4-ekstrakcja-cech"><strong>4. Ekstrakcja Cech</strong></h3> <p>Computer Vision analizuje cechy wykrytych obiektów, takie jak kształt, kolor, tekstura i inne. To pozwala na bardziej zaawansowane analizy.</p> <h3 id="5-klasyfikacja-i-interpretacja"><strong>5. Klasyfikacja i Interpretacja</strong></h3> <p>Na podstawie ekstrahowanych cech Computer Vision dokonuje klasyfikacji obiektów i interpretuje dane. Na przykład, może rozpoznać, że na obrazie widnieje pies.</p> <h3 id="6-decyzje-i-działania"><strong>6. Decyzje i Działania</strong></h3> <p>W końcowym etapie Computer Vision podejmuje decyzje lub podejmuje działania na podstawie swoich analiz. Na przykład, może wysłać sygnał do systemu sterowania, aby zatrzymać pojazd w przypadku wykrycia przeszkody.</p> <h2 id="wyzwania-w-computer-vision"><strong>Wyzwania w Computer Vision</strong></h2> <p>Chociaż Computer Vision ma wiele zastosowań i jest niesamowicie obiecujący, to także stawia przed nami wiele wyzwań. Oto kilka z nich:</p> <h3 id="1-zrozumienie-kontekstu"><strong>1. Zrozumienie Kontekstu</strong></h3> <p>Computer Vision czasem ma trudności z zrozumieniem kontekstu. Na przykład, może rozpoznać, że na obrazie jest pies, ale może nie zrozumieć, czy jest on przyjacielem czy wrogiem.</p> <h3 id="2-skomplikowane-środowiska"><strong>2. Skomplikowane Środowiska</strong></h3> <p>W realnym świecie obrazy są często zanieczyszczone, a obiekty są często częściowo ukryte lub przesłonięte. To stanowi wyzwanie dla algorytmów Computer Vision.</p> <h3 id="3-wymagane-duże-zbiory-danych"><strong>3. Wymagane Duże Zbiory Danych</strong></h3> <p>Wielu algorytmów Computer Vision wymaga ogromnych zbiorów danych treningowych, co może być kosztowne i czasochłonne.</p> <h3 id="4-prywatność-i-bezpieczeństwo"><strong>4. Prywatność i Bezpieczeństwo</strong></h3> <p>Wykorzystanie technologii Computer Vision w zastosowaniach związanych z bezpieczeństwem i prywatnością może budzić obawy dotyczące ochrony danych osobowych.</p> <h2 id="podsumowanie"><strong>Podsumowanie</strong></h2> <p>Computer Vision to fascynujący obszar, który zmienia nasz sposób patrzenia na świat. Ta technologia pozwala maszynom zrozumieć i analizować wizualne dane, otwierając przed nami wiele nowych możliwości. Choć są pewne wyzwania związane z Computer Vision, to jej potencjał jest ogromny, a jej rola w naszym życiu tylko rośnie. Warto pozostać z nami, aby dowiedzieć się więcej o tej fascynującej dziedzinie.</p> <p>Artykuł na temat podstaw Computer Vision jest tylko wprowadzeniem do tego obszaru. Jeśli jesteś zainteresowany bardziej zaawansowanymi aspektami, takimi jak głębokie uczenie się czy analiza obrazów 3D, to tematy, które możemy zgłębiać w przyszłości. Computer Vision to dziedzina, która będzie miała coraz większy wpływ na naszą codzienność, więc warto być na bieżąco z jej najnowszymi osiągnięciami i możliwościami.</p> <p><em>Mając na uwadze te podstawy Computer Vision, możemy teraz eksplorować bardziej zaawansowane techniki i aplikacje tej fascynującej dziedziny.</em></p>]]></content><author><name></name></author><category term="computer-vision"/><category term="computer-vision"/><category term="computer-vision-basics"/><category term="computer-vision-ai"/><category term="ai"/><category term="podstawy"/><summary type="html"><![CDATA[Computer Vision, podstawy, które warto znać.]]></summary></entry><entry><title type="html">Jak Się Uczyć Computer Vision Praktyczny Przewodnik</title><link href="https://szymok.github.io/blog/2023/cv-learning/" rel="alternate" type="text/html" title="Jak Się Uczyć Computer Vision Praktyczny Przewodnik"/><published>2023-09-10T12:12:45+00:00</published><updated>2023-09-10T12:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/cv-learning</id><content type="html" xml:base="https://szymok.github.io/blog/2023/cv-learning/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f-1400.webp"/> <img src="/assets/img/cheryl8555_learning_through_traditional_education_settings_whil_4d9cc9f9-62e3-4494-85b1-c62cf17e488f.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney </div> <h1 id="jak-się-uczyć-computer-vision-praktyczny-przewodnik">Jak Się Uczyć Computer Vision: Praktyczny Przewodnik</h1> <p>Computer Vision, czyli po polsku Wizja Komputerowa, to fascynująca dziedzina sztucznej inteligencji, która umożliwia komputerom “widzenie” i analizę obrazów oraz filmów. To obszar o ogromnym potencjale i szerokich zastosowaniach, który stale się rozwija. Jeśli jesteś zainteresowany nauką Computer Vision, to jesteś we właściwym miejscu. W tym artykule przedstawimy praktyczny przewodnik, jak się uczyć Computer Vision, niezależnie od Twojego poziomu zaawansowania.</p> <h2 id="rozpocznij-od-podstaw"><strong>Rozpocznij od Podstaw</strong></h2> <p>Jeśli dopiero zaczynasz swoją przygodę z Computer Vision, to ważne jest, aby zrozumieć podstawowe koncepcje i terminologię. Oto kilka kluczowych terminów, które warto poznać:</p> <ul> <li> <p><strong>Obraz:</strong> Obraz to zbiór pikseli, które tworzą graficzne reprezentacje obiektów i scen. Obrazy są podstawowymi danymi używanymi w Computer Vision.</p> </li> <li> <p><strong>Piksel:</strong> Piksel to najmniejszy element obrazu, który zawiera informacje o kolorze i jasności.</p> </li> <li> <p><strong>Segmentacja:</strong> To proces dzielenia obrazu na konkretne obszary lub segmenty, co pomaga w identyfikowaniu obiektów.</p> </li> <li> <p><strong>Rozpoznawanie Obiektów:</strong> To zdolność komputera do identyfikacji i klasyfikacji obiektów na obrazie, na przykład rozpoznawanie twarzy lub samochodów.</p> </li> <li> <p><strong>Klasyfikacja:</strong> To przypisanie obiektu do określonej kategorii lub klasy na podstawie jego cech.</p> </li> <li> <p><strong>Analiza Ruchu:</strong> To badanie ruchu obiektów na obrazie, co jest istotne w zastosowaniach takich jak śledzenie ruchu i analiza zachowań.</p> </li> </ul> <p>Rozumienie tych podstawowych pojęć jest kluczowe dla dalszego rozwoju w Computer Vision.</p> <h2 id="wybierz-język-programowania-i-narzędzia"><strong>Wybierz Język Programowania i Narzędzia</strong></h2> <p>Computer Vision jest często wykonywany przy użyciu języków programowania takich jak Python lub C++. Python jest popularnym wyborem ze względu na swoją czytelność i bogatą gamę bibliotek do przetwarzania obrazów, takich jak OpenCV (Open Source Computer Vision Library) czy TensorFlow.</p> <p>Jeśli jesteś początkującym, zacznij od nauki Pythona, ponieważ jest przyjazny dla początkujących i szeroko stosowany w dziedzinie Data Science oraz Computer Vision.</p> <h2 id="zdobądź-wiedzę-teoretyczną"><strong>Zdobądź Wiedzę Teoretyczną</strong></h2> <p>Zanim zaczniesz pisać kod i pracować z obrazami, warto zdobyć pewną wiedzę teoretyczną. To pomoże Ci zrozumieć, jak działają algorytmy i dlaczego stosuje się określone metody. Oto kilka podstawowych dziedzin, które warto zgłębić:</p> <ul> <li> <p><strong>Przetwarzanie Obrazów:</strong> Poznaj podstawowe operacje przetwarzania obrazów, takie jak filtracja, detekcja krawędzi i normalizacja.</p> </li> <li> <p><strong>Statystyka:</strong> Statystyka jest ważna w analizie i interpretacji danych w Computer Vision.</p> </li> <li> <p><strong>Algorytmy Machine Learning:</strong> Naucz się podstawowych koncepcji związanych z uczeniem maszynowym, takich jak klasyfikacja, regresja i sieci neuronowe.</p> </li> <li> <p><strong>Matematyka:</strong> Matematyka, w tym algebra liniowa i analiza, jest kluczowym elementem w wielu algorytmach Computer Vision.</p> </li> </ul> <h2 id="praktyka-praktyka-praktyka"><strong>Praktyka, Praktyka, Praktyka</strong></h2> <p>Nie ma lepszego sposobu na naukę Computer Vision niż praktyka. Zacznij od prostych projektów i stopniowo zwiększaj poziom trudności. Oto kilka projektów, które możesz rozważyć:</p> <ul> <li> <p><strong>Rozpoznawanie Obiektów na Obrazach:</strong> Próbuj tworzyć modele, które potrafią rozpoznawać i klasyfikować obiekty na obrazach.</p> </li> <li> <p><strong>Śledzenie Ruchu:</strong> Zaprojektuj system, który może śledzić ruch obiektów na nagraniach wideo.</p> </li> <li> <p><strong>Analiza Twarzy:</strong> Spróbuj rozpoznawać twarze i analizować ich cechy, takie jak wyraz twarzy czy emocje.</p> </li> <li> <p><strong>Aplikacje Mobilne:</strong> Stwórz prostą aplikację mobilną, która wykorzystuje Computer Vision, na przykład do rozpoznawania QR kodów.</p> </li> </ul> <h2 id="kursy-i-źródła-online"><strong>Kursy i Źródła Online</strong></h2> <p>Istnieje wiele kursów online, które pomogą Ci zdobyć zaawansowaną wiedzę z zakresu Computer Vision. Niektóre z nich są dostępne za darmo, a inne wymagają subskrypcji lub zakupu kursu. Oto kilka źródeł, które warto rozważyć:</p> <ul> <li> <p><strong>Coursera:</strong> Platforma oferuje wiele kursów z Computer Vision prowadzonych przez renomowane uczelnie.</p> </li> <li> <p><strong>Udacity:</strong> Udacity oferuje programy nanodegree z Computer Vision, które pozwalają zdobyć praktyczne doświadczenie.</p> </li> <li> <p><strong>edX:</strong> Na edX znajdziesz kursy prowadzone przez topowe uniwersytety i instytucje.</p> </li> <li> <p><strong>YouTube:</strong> Istnieje wiele darmowych tutoriali i wykładów na YouTube, które mogą być cennym źródłem wiedzy.</p> </li> </ul> <h2 id="konferencje-i-społeczności"><strong>Konferencje i Społeczności</strong></h2> <p>Uczestnictwo w konferencjach i zaangażowanie się w społeczności związaną z Computer Vision to doskonały sposób na poznanie najnowszych trendów i nawiązanie kontaktów z profesjonalistami. Niektóre znane konferencje to:</p> <ul> <li> <p><strong>Conference on Computer Vision and Pattern Recognition (CVPR):</strong> Jedna z największych i najważniejszych konferencji w dziedzinie Computer Vision.</p> </li> <li> <p><strong>International Conference on Computer Vision (ICCV):</strong> Inna prestiżowa konferencja poświęcona Computer Vision.</p> </li> <li> <p><strong>Społeczności Online:</strong> Istnieją fora dyskusyjne i grupy na platformach takich jak Reddit i Stack Overflow, gdzie można zadawać pytania i dzielić się wiedzą.</p> </li> </ul> <h2 id="podejmij-wyzwanie-kaggle"><strong>Podejmij Wyzwanie Kaggle</strong></h2> <p>Kaggle to platforma, na której można wziąć udział w konkursach związanych z analizą danych i Machine Learning, w tym z Computer Vision. To doskonały sposób na sprawdzenie swoich umiejętności i rywalizację z innymi osobami na całym świecie.</p> <h2 id="podsumowanie"><strong>Podsumowanie</strong></h2> <p>Nauka Computer Vision to fascynująca podróż, która może otworzyć przed Tobą wiele drzwi zawodowych. Niezależnie od tego, czy jesteś początkującym, czy zaawansowanym programistą, kluczem do sukcesu jest regularna praktyka, zdobywanie wiedzy teoretycznej oraz uczestnictwo w społeczności związaną z tą dziedziną. Warto również być na bieżąco z najnowszymi osiągnięciami i trendami w Computer Vision, ponieważ ta dziedzina rozwija się niezwykle dynamicznie. Odkrywaj świat wizualnej analizy i ciesz się procesem nauki!</p>]]></content><author><name></name></author><category term="computer-vision"/><category term="computer-vision"/><category term="computer-vision-learn"/><category term="computer-vision-ai"/><category term="ai"/><category term="podstawy"/><summary type="html"><![CDATA[Computer Vision, od czego zacząć naukę.]]></summary></entry><entry><title type="html">SportsSloMo - Nowość w branży analizy sportowej!</title><link href="https://szymok.github.io/blog/2023/interpolacja-klatek-w-sporcie/" rel="alternate" type="text/html" title="SportsSloMo - Nowość w branży analizy sportowej!"/><published>2023-09-08T00:12:45+00:00</published><updated>2023-09-08T00:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/interpolacja-klatek-w-sporcie</id><content type="html" xml:base="https://szymok.github.io/blog/2023/interpolacja-klatek-w-sporcie/"><![CDATA[<div class="row mt-3"> <div class="col-sm mt-3 mt-md-0"> <figure> <video src="/assets/video/soccer.mp4" class="img-fluid rounded z-depth-1" width="auto" height="auto" autoplay="" controls=""/> </figure> </div> </div> <h1 id="interpolacja-klatek-wideo-zorientowana-na-człowieka-w-transmisjach-sportowych">Interpolacja klatek wideo zorientowana na człowieka w transmisjach sportowych</h1> <p>Interpolacja klatek wideo w kontekście transmisji sportowych jest fascynującym obszarem badań w dziedzinie computer vision. Dzięki wykorzystaniu zaawansowanych technik interpolacji, można poprawić jakość transmisji sportowych, zwłaszcza w sytuacjach, gdy dostępne źródło wideo jest ograniczone pod względem liczby klatek na sekundę (FPS). W tym artykule przyjrzymy się temu zagadnieniu, skupiając się na aspektach związanych z ludzką orientacją i dostarczając dogłębnych spostrzeżeń na temat wykorzystania interpolacji klatek w kontekście sportu.</p> <h2 id="zrozumienie-interpolacji-klatek-wideo">Zrozumienie interpolacji klatek wideo</h2> <p>Interpolacja klatek wideo to proces generowania nowych klatek wideo na podstawie istniejących klatek. Ma to na celu zwiększenie liczby klatek na sekundę, co może poprawić płynność i jakość oglądanej transmisji. W przypadku sportów, gdzie szybkie ruchy i akcje są kluczowe, interpolacja może być szczególnie korzystna. Jednak skomplikowanie polega na tym, jak interpolować klatki w taki sposób, aby zachować naturalny wygląd ruchu sportowca.</p> <h2 id="złożoność-interpolacji-klatek">Złożoność interpolacji klatek</h2> <p>Interpolacja klatek wideo jest zadaniem złożonym, ponieważ wymaga uwzględnienia wielu czynników, takich jak prędkość ruchu, kąt kamery i interakcje między zawodnikami. Istnieje wiele algorytmów interpolacji, które próbują rozwiązać ten problem. Jednym z najczęściej stosowanych jest metoda liniowej interpolacji, która zakłada, że ruch między klatkami jest stały. Jednak w transmisjach sportowych rzeczywistość jest znacznie bardziej skomplikowana.</p> <h2 id="wybuchowość-w-interpolacji-klatek">Wybuchowość w interpolacji klatek</h2> <p>Kiedy mówimy o wybuchowości w kontekście interpolacji klatek, chodzi nam o zdolność do elastycznego reagowania na zmienne warunki w transmisjach sportowych. To oznacza, że algorytmy interpolacji muszą być w stanie dostosować się do szybkich zmian, takich jak niespodziewane ruchy zawodników czy zmiany oświetlenia na boisku. Wybuchowość jest kluczowa, ponieważ nie można przewidzieć wszystkich scenariuszy, które mogą mieć miejsce podczas meczu.</p> <h2 id="zaawansowane-techniki-interpolacji">Zaawansowane techniki interpolacji</h2> <p>W ostatnich latach dokonano znaczących postępów w dziedzinie interpolacji klatek wideo, zwłaszcza z wykorzystaniem sztucznej inteligencji. Jedną z obiecujących technik jest wykorzystanie sieci neuronowych, które są w stanie analizować wzorce ruchu zawodników i generować klatki wideo o wyższej jakości. Te zaawansowane modele potrafią uwzględniać złożone czynniki, takie jak zmiany prędkości i kierunku ruchu, co sprawia, że interpolacja staje się bardziej realistyczna.</p> <h2 id="przykłady-zastosowań-interpolacji-klatek-w-sporcie">Przykłady zastosowań interpolacji klatek w sporcie</h2> <p>Interpolacja klatek wideo zorientowana na człowieka ma wiele praktycznych zastosowań w dziedzinie transmisji sportowych. Oto kilka przykładów:</p> <h3 id="poprawa-jakości-zwolnień">Poprawa jakości zwolnień</h3> <p>Zwolnienia (slow motion) są często używane w transmisjach sportowych, aby pokazać szczegóły i kluczowe momenty. Interpolacja klatek pozwala na płynne i realistyczne zwolnienia, które zwiększają emocje podczas oglądania.</p> <h3 id="udoskonalenie-analizy-taktyki">Udoskonalenie analizy taktyki</h3> <p>Analizatorzy sportowi często korzystają z wolniejszych klatek do analizy taktyki drużyn. Dzięki dokładniejszym klatkom uzyskanym dzięki interpolacji, można lepiej zrozumieć strategie i decyzje podejmowane przez zawodników.</p> <h3 id="minimalizacja-efektu-upixelizowania">Minimalizacja efektu “upixelizowania”</h3> <p>W przypadku transmisji sportowych o niskiej jakości, szczególnie w przypadku retransmisji starszych meczów, interpolacja klatek może pomóc w minimalizacji efektu “upixelizowania” (rozmycia) i poprawieniu ogólnego wrażenia oglądania.</p> <h2 id="wyzwania-i-przyszłość-interpolacji-klatek">Wyzwania i przyszłość interpolacji klatek</h2> <p>Mimo że interpolacja klatek wideo przynosi wiele korzyści, istnieją także wyzwania. Jednym z nich jest utrzymanie naturalności ruchu zawodników. Ponadto, zbyt agresywna interpolacja może prowadzić do efektu “plastikowej” animacji, który jest niepożądany.</p> <p>W przyszłości możemy spodziewać się dalszego rozwoju technik interpolacji klatek wideo zorientowanych na człowieka. Wykorzystanie zaawansowanych modeli uczenia maszynowego, takich jak sieci GAN (Generative Adversarial Networks), może prowadzić do jeszcze bardziej realistycznych rezultatów.</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Interpolacja klatek wideo zorientowana na człowieka w transmisjach sportowych to fascynujący obszar badań w dziedzinie computer vision. Złożoność i wybuchowość tego zadania sprawiają, że wymaga ono zaawansowanych technik i podejścia opartego na sztucznej inteligencji. Dzięki tym technologiom możemy cieszyć się wyższą jakością transmisji sportowych, które pozwalają nam lepiej zrozumieć i docenić talent zawodników oraz taktykę drużyn.</p> <p>W miarę jak technologia ro</p> <p>zwija się dalej, możemy oczekiwać jeszcze bardziej imponujących osiągnięć w dziedzinie interpolacji klatek wideo, co z pewnością przyczyni się do wzbogacenia doświadczenia oglądania sportu dla wszystkich fanów na całym świecie.</p>]]></content><author><name></name></author><category term="computer-vision"/><category term="sportsloMo"/><category term="sportsloMo-ai"/><category term="ai"/><category term="benchmark"/><category term="interpolacja"/><category term="sport"/><summary type="html"><![CDATA[Nowa technologia(benchmark) w branży analizy sportowej.]]></summary></entry><entry><title type="html">Rząd a AI</title><link href="https://szymok.github.io/blog/2023/ai-w-rekach-rzadu/" rel="alternate" type="text/html" title="Rząd a AI"/><published>2023-08-21T05:12:45+00:00</published><updated>2023-08-21T05:12:45+00:00</updated><id>https://szymok.github.io/blog/2023/ai-w-rekach-rzadu</id><content type="html" xml:base="https://szymok.github.io/blog/2023/ai-w-rekach-rzadu/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" media="(max-width: 480px)" srcset="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca-480.webp"/> <source class="responsive-img-srcset" media="(max-width: 800px)" srcset="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca-800.webp"/> <source class="responsive-img-srcset" media="(max-width: 1400px)" srcset="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca-1400.webp"/> <img src="/assets/img/sahilofix_America_government_garden_childrens_book_illustration_f1d1c5d1-34df-4501-a146-74024190e7ca.png" class="img-fluid rounded z-depth-1" width="auto" height="auto" data-zoomable="" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Obraz wygenerowany przy pomocy Midjourney oraz edytowany w Photoshopie przy pomoocy funkcji Generative AI. </div> <h2 id="potęga-technologii-ai-wpływ-interwencji-rządowej-w-zaawansowane-systemy-ai"><strong>Potęga Technologii AI: Wpływ Interwencji Rządowej w Zaawansowane Systemy AI</strong></h2> <p>W dynamicznym świecie technologii wyróżnia się jeden głos wśród chóru insiderów branżowych i innowatorów. Charles Jennings, doświadczony weteran świata oprogramowania, spędził dziesięciolecia na czele firm zajmujących się oprogramowaniem, na własne oczy obserwując potencjał transformacyjny sztucznej inteligencji. Jego najnowsza przedsięwzięcie, technologia rozpoznawania twarzy oparta na sztucznej inteligencji, ponownie przyciągnęła uwagę opinii publicznej. Jednak jego perspektywa na przyszłość AI nie jest powszechnie słyszana w środowisku technologicznym. W inspirującej rozmowie z Stevenem Overly z POLITICO Tech, Jennings twierdzi, że najbardziej zaawansowane systemy sztucznej inteligencji stały się zbyt potężne, aby pozostawić je w prywatnych rękach. Argumentuje za zmianą równowagi władzy, sugerując, że interwencja rządowa jest niezbędnym krokiem, aby wykorzystać pełny potencjał AI.</p> <h3 id="bezprecedensowa-potęga-sztucznej-inteligencji"><strong>Bezprecedensowa Potęga Sztucznej Inteligencji</strong></h3> <p>Wzrost znaczenia AI w ostatnich latach charakteryzował się bezprecedensowym postępem. Zastosowania AI, zwłaszcza w technologii rozpoznawania twarzy, wykazały zdolność do analizy ogromnych zbiorów danych, identyfikacji wzorców i podejmowania decyzji z nadzwyczajną dokładnością. Te zdolności wykraczają poza zakres możliwości człowieka, obiecując przełomowe zmiany w wielu dziedzinach. Jednak w miarę wzrostu potencjału AI narastały również obawy dotyczące etyki, prywatności i nadużyć. Jennings wyznacza kluczowy moment: czy te potężne narzędzia powinny pozostać wyłącznie w rękach gigantów technologicznych, czy też powinny być powierzone ludowi poprzez interwencję rządową?</p> <h3 id="dychotomia-giganci-technologiczni-a-rząd"><strong>Dychotomia: Giganci Technologiczni a Rząd</strong></h3> <p>Jennings sprowadza tę decyzję do dychotomii dwóch opcji: albo giganci technologiczni nadal kontrolują trajektorię AI, albo rządy wkraczają w regulację i zarządzanie jej rozwojem. Koncepcja powierzenia takiej władzy podmiotom prywatnym budzi uzasadnione obawy dotyczące potencjalnych uprzedzeń, monopolów i niekontrolowanego wpływu, jaki skoncentrowana władza może wywrzeć. Jednak postulat interwencji rządowej nie jest pozbawiony swoich komplikacji.</p> <p>Jennings przyznaje, że obecne rządy mogą nie być w pełni przygotowane do skutecznego zarządzania zaawansowanymi systemami AI. Chociaż Kongres może odgrywać rolę regulatora, dynamiczna i szybko ewoluująca natura technologii AI stanowi istotne wyzwanie. Szybki rozwój zdolności AI często przewyższa procesy legislacyjne, czyniąc je niewystarczającymi do nadążania za szybkimi zmianami w środowisku technologicznym.</p> <h3 id="imperatyw-zmiany"><strong>Imperatyw Zmiany</strong></h3> <p>Jak więc znaleźć drogę naprzód? Jennings nie postuluje całkowitego odrzucenia roli Kongresu, ale nawołuje do innowacyjnych, dostosowanych struktur, które mogą efektywnie nadzorować i regulować rozwój technologii AI. Sugeruje, że poleganie wyłącznie na Kongresie w zakresie nadzoru jest porównywalne do proszenia żółwia, by dorównał zającowi - daremne wysiłki. Zamiast tego proponuje potrzebę nowych podejść i instytucji, specjalnie dostosowanych do zarządzania złożonością AI.</p> <h3 id="nowy-paradoks-kształtowanie-zarządzania-ai"><strong>Nowy Paradoks: Kształtowanie Zarządzania AI</strong></h3> <p>Wyobraźmy sobie nowy paradygmat, w którym zarządzanie AI jest kształtowane przez zróżnicowaną grupę ekspertów, technologów, etyków i decydentów. Ta grupa przekroczyłaby tradycyjne struktury biurokratyczne, umożliwiając szybkie reakcje na postępy AI. Służyłaby jako interfejs między postępami technologicznymi a regulacją rządową, zapewniając priorytet dla interesów społeczeństwa. Poprzez połączenie wiedzy ekspertów, ten nowy model mógłby poruszać się po skomplikowanej sieci rozwoju AI z elastycznością, której obecny krajobraz regulacyjny brakuje.</p> <h3 id="etyka-i-przejrzystość-filary-zarządzania-ai"><strong>Etyka i Przejrzystość: Filary Zarządzania AI</strong></h3> <p>Etyka i przejrzystość leżą u podstaw tego proponowanego paradygmatu zarządzania AI. Potencjał technologii AI do utrwalania uprzedzeń i naruszania prywatności osobistej podkreśla pilność potrzeby etycznego fundamentu. Mechanizmy przejrzystości umożliwiłyby społeczeństwu zrozumienie procesów podejmowania decyzji przez systemy AI, zmniejszając efekt “czarnej skrzynki”, który często utrudnia zrozumienie. Poprzez rozwiązanie tych kwestii etycznych i związanych z przejrzystością, ten model mógłby budować zaufanie publiczne, kluczowy czynnik skutecznego wdrożenia technologii AI.</p> <h3 id="od-regulacji-do-współpracy-kształtowanie-przyszłości-ai"><strong>Od Regulacji do Współpracy: Kształtowanie Przyszłości AI</strong></h3> <p>Koncepcja interwencji rządowej w dziedzinie AI nie jest bez swoich krytyków. Skeptycy argumentują, że zaangażowanie rządu może hamować innowacje i utrudniać dynamiczny wzrost, który sektor prywatny jest w stanie osiągnąć. Jednak perspektywa Jenningsa przewartościowuje dyskurs. Zamiast wyobrażać sobie interwencję rządową jako duszącą siłę regulacyjną, przedstawia ją jako wspólny wysiłek w kierunku odpowiedzialnego kształtowania przyszłości AI.</p> <h3 id="podsumowanie-wezwanie-do-przemyślenia-przyszłości-ai"><strong>Podsumowanie: Wezwanie do Przemyślenia Przyszłości AI</strong></h3> <p>Wnioski Charlesa Jenningsa zachęcają do głębokiego przemyślenia przyszłości sztucznej inteligencji. W miarę jak AI kontynuuje swoją błyskawiczną karierę, jej potencjalny wpływ na społeczeństwo nie może być bagatelizowany. Wybór między kontrolą prywatną a interwencją rządową niesie głębokie implikacje dla naszej przyszłości technologicznej. Chociaż wyzwania są ogromne, nie są one nie do pokonania. W miarę jak zastanawiamy się, kto powinien dzierżyć ogromną moc AI, ważne jest, abyśmy podejście do tego dyskursu z umysłem otwartym, gotowością do innowacji i determinacją kształtowali przyszłość, w której AI służy zbiorowym interesom społeczeństwa.</p> <p>W końcu to nie tylko wybór między gigantami technologicznymi a rządem. To wezwanie do zjednoczenia sił obu światów - prywatnych innowacji i publicznego zarządzania - aby kierować AI ku przyszłości, która przynosi korzyści wszystkim. Skomplikowany taniec między złożonością a dynamicznością w dziedzinie zarządzania AI jest odzwierciedleniem złożonego oddziaływania perspektyw, pomysłów i potencjalnych rozwiązań. W miarę jak rozważamy drogę naprzód, pamiętajmy, że w krajobrazie AI nawet jedno głos - choćby niekonwencjonalny - może wywołać rozmowę prowadzącą do przełomowych zmian.</p> <p><em>Oświadczenie: Wyrażone w tym artykule opinie są wyłącznie zdaniem autora i niekoniecznie odzwierciedlają poglądy POLITICO ani żadnych powiązanych podmiotów.</em> Źródło: [POLITICO](<a href="https://politico-tech.simplecast.com/episodes/one-techs-bold-idea-ai-is-the-new-atomic-energy-nationalize-it">POLITICO</a>)</p>]]></content><author><name></name></author><category term="article"/><category term="rzad"/><category term="sztuczna-inteligencja"/><category term="ai"/><category term="llm"/><summary type="html"><![CDATA[Co powinny zrobić rządy w kwestii sztucznej inteligencji.]]></summary></entry></feed>
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