diff --git a/assets/jupyter/blog.ipynb.html b/assets/jupyter/blog.ipynb.html
index 921fab8ee07d..6807b35d2dba 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 f8cee04ade3d..b98e6d157fc9 100644
--- a/assets/jupyter/l2-guidelines.ipynb.html
+++ b/assets/jupyter/l2-guidelines.ipynb.html
@@ -1,4 +1,4 @@
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index 4d4e6e6ec2cd..70bf9ceed9b2 100644
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index c4ddf6f65cf2..67832483cbc8 100644
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index b4da3258d220..08e8956a2e94 100644
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diff --git a/assets/jupyter/l8-chatbot.ipynb.html b/assets/jupyter/l8-chatbot.ipynb.html
index de7332bd8714..0414725767dc 100644
--- a/assets/jupyter/l8-chatbot.ipynb.html
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diff --git a/blog/index.html b/blog/index.html
index 7907e0462d54..7e5e7b2e5119 100644
--- a/blog/index.html
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href="/blog/category/article">article</a> </li> </ul> </div> <ul class="post-list"> <li> <h3> <a class="post-title" href="/blog/2023/guide-prompting/">Wstęp do Promptingu</a> </h3> <p>Jak, dlaczego i jakich używać taktyk pisania promptów</p> <p class="post-meta"> 11 min read   ·   October 12, 2023 </p> <p class="post-tags"> <a href="/blog/2023"> <i class="fa-solid fa-calendar fa-sm"></i> 2023 </a>   ·   <a href="/blog/tag/prompt"> <i class="fa-solid fa-hashtag fa-sm"></i> prompt</a>   <a href="/blog/tag/basics"> <i class="fa-solid fa-hashtag fa-sm"></i> basics</a>   <a href="/blog/tag/prompting"> <i class="fa-solid fa-hashtag fa-sm"></i> prompting</a>   <a href="/blog/tag/chatgpt"> <i class="fa-solid fa-hashtag fa-sm"></i> chatgpt</a>   <a href="/blog/tag/llm"> <i class="fa-solid fa-hashtag fa-sm"></i> llm</a>   ·   <a href="/blog/category/prompt-engineering"> <i class="fa-solid fa-tag fa-sm"></i> prompt-engineering</a> </p> </li> <li> <h3> <a class="post-title" href="/blog/2023/history-visualization/">Historia wizualizacji danych</a> </h3> <p>Artykuł, który skupia sie na historii wizualizacji danych</p> <p class="post-meta"> 18 min read   ·   June 11, 2023 </p> <p class="post-tags"> <a href="/blog/2023"> <i class="fa-solid fa-calendar fa-sm"></i> 2023 </a>   ·   <a href="/blog/tag/analiza-danych"> <i class="fa-solid fa-hashtag fa-sm"></i> analiza-danych</a>   <a href="/blog/tag/narzedzia"> <i class="fa-solid fa-hashtag fa-sm"></i> narzedzia</a>   <a href="/blog/tag/historia"> <i class="fa-solid fa-hashtag fa-sm"></i> historia</a>   <a href="/blog/tag/wizualizacje"> <i class="fa-solid fa-hashtag fa-sm"></i> wizualizacje</a>   <a href="/blog/tag/visualization"> <i class="fa-solid fa-hashtag fa-sm"></i> visualization</a>   <a href="/blog/tag/edukacja"> <i class="fa-solid fa-hashtag fa-sm"></i> edukacja</a>   ·   <a href="/blog/category/article"> <i class="fa-solid fa-tag fa-sm"></i> article</a> </p> </li> </ul> </div> </div> <footer 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Za pomocą przycisku PDF można pobrać plik z moim cv. Link do CV w języku angielskim - <a href="https://skszymon.eu/assets/pdf/cv_en_it_s_kowalewski.pdf" rel="external nofollow noopener" target="_blank">.</a></p> </header> <article> <div class="cv"> <a class="anchor" id="basics"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Basics</h3> <div> <table class="table table-cv table-sm table-borderless table-responsive table-cv-map"> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Name</b> </td> <td class="p-1 pl-2 font-weight-light text"> Szymon Kowalewski </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Label</b> </td> <td class="p-1 pl-2 font-weight-light text"> Data Enthusiast </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Email</b> </td> <td class="p-1 pl-2 font-weight-light text"> <a href="mailto:szymonkowal019@gmail.com" target="_blank">szymonkowal019@gmail.com</a> </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Phone</b> </td> <td class="p-1 pl-2 font-weight-light text"> <a href="tel:(48)%20512-912-624">(48) 512-912-624</a> </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Url</b> </td> <td class="p-1 pl-2 font-weight-light text"> <a href="wwww.skszymon.eu" target="_blank" rel="noopener noreferrer">wwww.skszymon.eu</a> </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Summary</b> </td> <td class="p-1 pl-2 font-weight-light text"> Data Enthusiast z 3-letnim doświadczeniem w analizie danych, tworzeniu dashboardów i budowaniu przepływów danych. Obecnie Data Engineer w Hogart BI. W przeszłości Data Analyst w No Fluff Jobs oraz Data Scout w Statscore. Absolwent Uniwersytetu Gdańskiego na kierunku Informatyka i Ekonometria. W wolnym czasie pasjonat AI, gier AAA i fizyki kwantowej. </td> </tr> </table> </div> </div> <a class="anchor" id="work"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Work</h3> <div> <ul class="card-text font-weight-light list-group list-group-flush"> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2023.07 - 2024.01 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://businessintelligence.pl" rel="external nofollow noopener" target="_blank">Data Consultant</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Hogart/Pernod Ricard</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Zarządzanie i rozwiązywanie nowych zgłoszeń dotyczących zmian i problemów w aplikacjach QlikView i Qlik Sense. Implementacja usprawnień w kodzie oraz w warstwie zewnętrznej aplikacji. Projektowanie, tworzenie i zarządzanie procesami ETL w SAP Data Services. Pełnienie roli administratora systemu QlikView, SAP Data Services i Qlik NPrinting, odpowiadając za zarządzanie zadaniami, dostępami oraz ogólną konserwację systemów. Współpraca z różnymi działami firmy w celu identyfikacji obszarów do usprawnienia oraz wdrażanie rozwiązań zwiększających efektywność pracy z narzędziami Qlik.</h6> <ul class="items"> <li> <span class="item">Qlik View</span> </li> <li> <span class="item">SAP Data Services</span> </li> <li> <span class="item">data engineering</span> </li> <li> <span class="item">data modeling</span> </li> <li> <span class="item">data warehousing</span> </li> <li> <span class="item">Qlik NPrinting</span> </li> <li> <span class="item">Administracja serwerem</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2023.03 - 2023.06 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://businessintelligence.pl" rel="external nofollow noopener" target="_blank">Data Consultant</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Hogart/Lubaszka</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Opracowywanie i wdrażanie przepływów danych, mając na celu optymalizację i usprawnienie procesów analitycznych w firmie. Projektowanie i implementacja dwóch aplikacji bazodanowych (ekstrakcja i transformacje danych) i aplikacji Business Intelligence w narzędziu Qlik. Współpraca z zespołem biznesowym w celu zrozumienia ich potrzeb i dostosowania aplikacji do spełnienia konkretnych wymagań biznesowych. Monitorowanie i optymalizacja wydajności baz danych oraz aplikacji, co przyczyniło się do znaczącej poprawy efektywności procesów analitycznych.</h6> <ul class="items"> <li> <span class="item">Qlik Sense</span> </li> <li> <span class="item">PostgreSQL</span> </li> <li> <span class="item">data engineering</span> </li> <li> <span class="item">data modeling</span> </li> <li> <span class="item">data warehousing</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2021.08 - 2023.02 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://nofluffjobs.com" rel="external nofollow noopener" target="_blank">Junior Data Engineer</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">No Fluff Jobs</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Web Scraping i automatyzacja codziennych zadań w Pythonie. Budowanie przepływów danych przy pomocy dbt, Python, Hevo, Snowflake. Opomiarowanie produktu - określanie celu i zasięgu, analiza i interpretacja wyników oraz wdrożenie (GA, GTM, Google Optimize)</h6> <ul class="items"> <li> <span class="item">data pipelines</span> </li> <li> <span class="item">web scraping</span> </li> <li> <span class="item">data engineering</span> </li> <li> <span class="item">data modeling</span> </li> <li> <span class="item">data warehousing</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2020.08 - 2021.07 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://nofluffjobs.com" rel="external nofollow noopener" target="_blank">Junior Data Analyst</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">No Fluff Jobs</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Budowa Dashboardów KPI w Tableau dla działów Sales i Marketing. Tworzenie podstawowych modeli uczenia maszynowego dot. wyników sprzedaży oraz klasyfikacji klientów. Analiza danych sprzedażowych i produktowych.</h6> <ul class="items"> <li> <span class="item">data visualization</span> </li> <li> <span class="item">data analysis</span> </li> <li> <span class="item">machine learning</span> </li> <li> <span class="item">BI</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2016.06 - 2022.10 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://statscore.com" rel="external nofollow noopener" target="_blank">Data Scout</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Statscore</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Tworzenie w czasie rzeczywistym graficznej relacji meczowej. Budowanie baz danych statystycznych. Analiza dużych zbiorów danych dot. aktualnej sytuacji na boisku</h6> <ul class="items"> <li> <span class="item">data analysis</span> </li> <li> <span class="item">databases</span> </li> </ul> </div> </div> </li> </ul> </div> </div> <a class="anchor" id="volunteer"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Volunteer</h3> <div> <ul class="card-text font-weight-light list-group list-group-flush"> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2019.10 - 2021.01 </span> </td> </tr> <tr> <td> <p class="location"> <i class="fa-solid fa-location-dot iconlocation"></i> Zurich, Switzerland </p> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="">Członek</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">L!der</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Bylem członkiem koła naukowego informatyki L!der. Od października 2019 do stycznia 2021 pełniłem rolę koordynatora ds. IT. Udział z zespołem w Imagine Cup oraz konkursach uczelnianych..</h6> <ul class="items"> <li> <span class="item">3. miejsce w konkursie Startuj do START'upu</span> </li> </ul> </div> </div> </li> </ul> </div> </div> <a class="anchor" id="education"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Education</h3> <div> <ul class="card-text font-weight-light list-group list-group-flush"> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2021.09 - 2023.07 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://www.ug.edu.pl/" rel="external nofollow noopener" target="_blank">Big Data</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Uniwersytet Gdański</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Informatyka i Ekonometria</h6> <ul class="items"> <li> <span class="item">Model ML/DL dot. predykcji widełek wynagrodzeniach w ofertach pracy - praca magisterska</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2018.09 - 2021.07 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://www.ug.edu.pl/" rel="external nofollow noopener" target="_blank">Metody analizy danych</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Uniwersytet Gdański</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Informatyka i Ekonometria</h6> <ul class="items"> <li> <span class="item">Zastosowanie algorytmów uczenia maszynowego na przykładzie NCAA i AZS - praca licencjacka</span> </li> </ul> </div> </div> </li> </ul> </div> </div> <a class="anchor" id="certificates"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Certificates</h3> <div> <div class="list-groups"> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-hashtag"></i> </td> <td colspan="1" class="list-group-category"> <a href="">Natural Language Processing</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Dataworkshop</b> </td> <td class="list-group-name">2021-11-15</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-calendar"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Communication</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-hashtag"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Cryptography</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-envelope"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Information</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-tag"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Computing</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-location-dot"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Machine Learning</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> </div> </div> </div> <a class="anchor" id="skills"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Skills</h3> <div> <div class="list-groups"> <div class="list-group col-md-6" title=""> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"></td> <td colspan="1" class="list-group-category"></td> </tr> </tbody> </table> </div> </div> </div> </div> <a class="anchor" id="languages"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Languages</h3> <div> <div class="list-groups"> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class=""></i> </td> <td colspan="1" 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Za pomocą przycisku PDF można pobrać plik z moim cv.</p> </header> <article> <div class="cv"> <a class="anchor" id="basics"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Basics</h3> <div> <table class="table table-cv table-sm table-borderless table-responsive table-cv-map"> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Name</b> </td> <td class="p-1 pl-2 font-weight-light text"> Szymon Kowalewski </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Label</b> </td> <td class="p-1 pl-2 font-weight-light text"> Data Enthusiast </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Email</b> </td> <td class="p-1 pl-2 font-weight-light text"> <a href="mailto:szymonkowal019@gmail.com" target="_blank">szymonkowal019@gmail.com</a> </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Phone</b> </td> <td class="p-1 pl-2 font-weight-light text"> <a href="tel:(48)%20512-912-624">(48) 512-912-624</a> </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Url</b> </td> <td class="p-1 pl-2 font-weight-light text"> <a href="wwww.skszymon.eu" target="_blank" rel="noopener noreferrer">wwww.skszymon.eu</a> </td> </tr> <tr> <td class="p-1 pr-2 font-weight-bold"> <b>Summary</b> </td> <td class="p-1 pl-2 font-weight-light text"> Data Enthusiast z 3-letnim doświadczeniem w analizie danych, tworzeniu dashboardów i budowaniu przepływów danych. Obecnie Data Engineer w Hogart BI. W przeszłości Data Analyst w No Fluff Jobs oraz Data Scout w Statscore. Absolwent Uniwersytetu Gdańskiego na kierunku Informatyka i Ekonometria. W wolnym czasie pasjonat AI, gier AAA i fizyki kwantowej. </td> </tr> </table> </div> </div> <a class="anchor" id="work"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Work</h3> <div> <ul class="card-text font-weight-light list-group list-group-flush"> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2023.07 - 2024.01 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://businessintelligence.pl" rel="external nofollow noopener" target="_blank">Data Consultant</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Hogart/Pernod Ricard</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Zarządzanie i rozwiązywanie nowych zgłoszeń dotyczących zmian i problemów w aplikacjach QlikView i Qlik Sense. Implementacja usprawnień w kodzie oraz w warstwie zewnętrznej aplikacji. Projektowanie, tworzenie i zarządzanie procesami ETL w SAP Data Services. Pełnienie roli administratora systemu QlikView, SAP Data Services i Qlik NPrinting, odpowiadając za zarządzanie zadaniami, dostępami oraz ogólną konserwację systemów. Współpraca z różnymi działami firmy w celu identyfikacji obszarów do usprawnienia oraz wdrażanie rozwiązań zwiększających efektywność pracy z narzędziami Qlik.</h6> <ul class="items"> <li> <span class="item">Qlik View</span> </li> <li> <span class="item">SAP Data Services</span> </li> <li> <span class="item">data engineering</span> </li> <li> <span class="item">data modeling</span> </li> <li> <span class="item">data warehousing</span> </li> <li> <span class="item">Qlik NPrinting</span> </li> <li> <span class="item">Administracja serwerem</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2023.03 - 2023.06 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://businessintelligence.pl" rel="external nofollow noopener" target="_blank">Data Consultant</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Hogart/Lubaszka</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Opracowywanie i wdrażanie przepływów danych, mając na celu optymalizację i usprawnienie procesów analitycznych w firmie. Projektowanie i implementacja dwóch aplikacji bazodanowych (ekstrakcja i transformacje danych) i aplikacji Business Intelligence w narzędziu Qlik. Współpraca z zespołem biznesowym w celu zrozumienia ich potrzeb i dostosowania aplikacji do spełnienia konkretnych wymagań biznesowych. Monitorowanie i optymalizacja wydajności baz danych oraz aplikacji, co przyczyniło się do znaczącej poprawy efektywności procesów analitycznych.</h6> <ul class="items"> <li> <span class="item">Qlik Sense</span> </li> <li> <span class="item">PostgreSQL</span> </li> <li> <span class="item">data engineering</span> </li> <li> <span class="item">data modeling</span> </li> <li> <span class="item">data warehousing</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2021.08 - 2023.02 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://nofluffjobs.com" rel="external nofollow noopener" target="_blank">Junior Data Engineer</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">No Fluff Jobs</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Web Scraping i automatyzacja codziennych zadań w Pythonie. Budowanie przepływów danych przy pomocy dbt, Python, Hevo, Snowflake. Opomiarowanie produktu - określanie celu i zasięgu, analiza i interpretacja wyników oraz wdrożenie (GA, GTM, Google Optimize)</h6> <ul class="items"> <li> <span class="item">data pipelines</span> </li> <li> <span class="item">web scraping</span> </li> <li> <span class="item">data engineering</span> </li> <li> <span class="item">data modeling</span> </li> <li> <span class="item">data warehousing</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2020.08 - 2021.07 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://nofluffjobs.com" rel="external nofollow noopener" target="_blank">Junior Data Analyst</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">No Fluff Jobs</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Budowa Dashboardów KPI w Tableau dla działów Sales i Marketing. Tworzenie podstawowych modeli uczenia maszynowego dot. wyników sprzedaży oraz klasyfikacji klientów. Analiza danych sprzedażowych i produktowych.</h6> <ul class="items"> <li> <span class="item">data visualization</span> </li> <li> <span class="item">data analysis</span> </li> <li> <span class="item">machine learning</span> </li> <li> <span class="item">BI</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2016.06 - 2022.10 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://statscore.com" rel="external nofollow noopener" target="_blank">Data Scout</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Statscore</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Tworzenie w czasie rzeczywistym graficznej relacji meczowej. Budowanie baz danych statystycznych. Analiza dużych zbiorów danych dot. aktualnej sytuacji na boisku</h6> <ul class="items"> <li> <span class="item">data analysis</span> </li> <li> <span class="item">databases</span> </li> </ul> </div> </div> </li> </ul> </div> </div> <a class="anchor" id="volunteer"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Volunteer</h3> <div> <ul class="card-text font-weight-light list-group list-group-flush"> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2019.10 - 2021.01 </span> </td> </tr> <tr> <td> <p class="location"> <i class="fa-solid fa-location-dot iconlocation"></i> Zurich, Switzerland </p> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="">Członek</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">L!der</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Bylem członkiem koła naukowego informatyki L!der. Od października 2019 do stycznia 2021 pełniłem rolę koordynatora ds. IT. Udział z zespołem w Imagine Cup oraz konkursach uczelnianych..</h6> <ul class="items"> <li> <span class="item">3. miejsce w konkursie Startuj do START'upu</span> </li> </ul> </div> </div> </li> </ul> </div> </div> <a class="anchor" id="education"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Education</h3> <div> <ul class="card-text font-weight-light list-group list-group-flush"> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2021.09 - 2023.07 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://www.ug.edu.pl/" rel="external nofollow noopener" target="_blank">Big Data</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Uniwersytet Gdański</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Informatyka i Ekonometria</h6> <ul class="items"> <li> <span class="item">Model ML/DL dot. predykcji widełek wynagrodzeniach w ofertach pracy - praca magisterska</span> </li> </ul> </div> </div> </li> <li class="list-group-item"> <div class="row"> <div class="col-xs-2 cl-sm-2 col-md-2 text-center date-column"> <table class="table-cv"> <tbody> <tr> <td> <span class="badge font-weight-bold danger-color-dark text-uppercase align-middle" style="min-width: 75px"> 2018.09 - 2021.07 </span> </td> </tr> </tbody> </table> </div> <div class="col-xs-10 cl-sm-10 col-md-10 mt-2 mt-md-0"> <h6 class="title font-weight-bold ml-1 ml-md-4"> <a href="https://www.ug.edu.pl/" rel="external nofollow noopener" target="_blank">Metody analizy danych</a> </h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem">Uniwersytet Gdański</h6> <h6 class="ml-1 ml-md-4" style="font-size: 0.95rem; font-style: italic">Informatyka i Ekonometria</h6> <ul class="items"> <li> <span class="item">Zastosowanie algorytmów uczenia maszynowego na przykładzie NCAA i AZS - praca licencjacka</span> </li> </ul> </div> </div> </li> </ul> </div> </div> <a class="anchor" id="certificates"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Certificates</h3> <div> <div class="list-groups"> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-hashtag"></i> </td> <td colspan="1" class="list-group-category"> <a href="">Natural Language Processing</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Dataworkshop</b> </td> <td class="list-group-name">2021-11-15</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-calendar"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Communication</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-hashtag"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Cryptography</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-envelope"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Information</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-tag"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Quantum Computing</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class="fa-solid fa-location-dot"></i> </td> <td colspan="1" class="list-group-category"> <a href="https://example.com" rel="external nofollow noopener" target="_blank">Machine Learning</a> </td> </tr> <tr> <td></td> <td class="list-group-name"> <b>Stanford University</b> </td> <td class="list-group-name">2018-01-01</td> </tr> </tbody> </table> </div> </div> </div> </div> <a class="anchor" id="skills"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Skills</h3> <div> <div class="list-groups"> <div class="list-group col-md-6" title=""> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"></td> <td colspan="1" class="list-group-category"></td> </tr> </tbody> </table> </div> </div> </div> </div> <a class="anchor" id="languages"></a> <div class="card mt-3 p-3"> <h3 class="card-title font-weight-medium">Languages</h3> <div> <div class="list-groups"> <div class="list-group col-md-6"> <table class="table-cv list-group-table"> <tbody> <tr> <td class="list-group-category-icon"> <i class=""></i> </td> <td colspan="1" 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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="4.3.3">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>2024-07-10T19:41:10+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">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" srcset="/assets/img/F7iibfCWwAAikHc-480.webp 480w,/assets/img/F7iibfCWwAAikHc-800.webp 800w,/assets/img/F7iibfCWwAAikHc-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" 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> <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-1">Setup</h2> <h4 id="załaduj-klucz-api-i-odpowiednie-biblioteki-pythona-1">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> <h1 id="podsumowywanie-artykułów-przy-pomocy-ai">Podsumowywanie Artykułów przy Pomocy AI</h1> <h2 id="wpływ-ai-na-proces-podsumowywania-tekstu">Wpływ AI na Proces Podsumowywania Tekstu</h2> <p>Sztuczna inteligencja (AI) rewolucjonizuje sposób, w jaki podchodzimy do przetwarzania i analizowania tekstu. Technologie AI, takie jak przetwarzanie języka naturalnego (NLP) i uczenie maszynowe, umożliwiają tworzenie skondensowanych, precyzyjnych streszczeń z dużych zbiorów danych tekstowych. Co kluczowe, te narzędzia nie tylko skracają tekst, ale również zachowują kluczowe informacje i kontekst, co jest nieosiągalne przy tradycyjnych metodach streszczeń.</p> <h3 id="znaczenie-nlp-i-uczenia-maszynowego">Znaczenie NLP i Uczenia Maszynowego</h3> <ol> <li><strong>NLP (Natural Language Processing)</strong>: Rozwój NLP pozwolił maszynom na zrozumienie i interpretację ludzkiego języka w sposób bardziej zaawansowany. Dzięki temu AI jest w stanie rozpoznawać kluczowe punkty w tekście, analizować kontekst i generować streszczenia, które są zarówno zwięzłe, jak i merytoryczne.</li> <li><strong>Uczenie Maszynowe</strong>: Algorytmy uczenia maszynowego uczą się ze wzorców i danych, co pozwala im na usprawnienie procesu podsumowywania. Im więcej danych jest przetwarzanych, tym dokładniejsze stają się streszczenia.</li> </ol> <h2 id="techniki-podsumowywania-w-ai">Techniki Podsumowywania w AI</h2> <p>Podsumowywanie artykułów przez AI opiera się na dwóch głównych metodach:</p> <ol> <li><strong>Podsumowywanie ekstrakcyjne</strong>: Polega na wybieraniu kluczowych fraz i zdań bezpośrednio z tekstu źródłowego. Ta metoda zachowuje oryginalną strukturę i słownictwo, jednocześnie redukując długość tekstu.</li> <li><strong>Podsumowywanie abstrakcyjne</strong>: W tym przypadku, AI tworzy nowe zdania, które niekoniecznie występują w oryginalnym tekście, ale które przekazują główne idee. Ta metoda może lepiej oddać niuanse i znaczenie tekstu, choć wiąże się z większym ryzykiem nieścisłości.</li> </ol> <h3 id="przykłady-zastosowania">Przykłady Zastosowania</h3> <ul> <li><strong>Wiadomości i Raporty</strong>: Skrócenie artykułów prasowych lub raportów biznesowych do postaci streszczeń.</li> <li><strong>Praca Akademicka</strong>: Streszczenie badań i publikacji naukowych, co pozwala na szybką ocenę ich istoty.</li> </ul> <h2 id="wyzwania-i-ograniczenia">Wyzwania i Ograniczenia</h2> <p>Mimo że AI znacznie usprawniła proces podsumowywania, istnieją pewne wyzwania:</p> <ul> <li><strong>Zrozumienie Kontekstu</strong>: AI czasami może nie dostrzegać subtelnego kontekstu czy ironii w tekście.</li> <li><strong>Strata Niuanów</strong>: W procesie streszczenia mogą ginąć ważne niuanse i szczegóły.</li> <li><strong>Niebezpieczeństwo Błędów</strong>: AI może generować nieprecyzyjne lub mylące streszczenia, szczególnie w przypadku złożonych lub dwuznacznych tematów.</li> </ul> <h2 id="przyszłość-podsumowań-ai">Przyszłość Podsumowań AI</h2> <p>Sektor AI rozwija się w ekspresowym tempie. Oczekuje się, że w niedalekiej przyszłości, AI będzie mogła lepiej rozumieć złożoności języka ludzkiego, w tym ironię, humor, a nawet kontekst kulturowy. To otworzy nowe możliwości dla jeszcze bardziej efektywnych i precyzyjnych podsumowań.</p> <h2 id="zakończenie">Zakończenie</h2> <p>Podsumowywanie artykułów przy użyciu AI jest coraz bardziej popularne, dzięki swojej efektywności i precyzji. Chociaż narzędzia te są nadal w rozwoju i mają pewne ograniczenia, ich potencjał do przekształcenia sposobu, w jaki przetwarzamy i analizujemy informacje, jest ogromny. W miarę rozwoju technologii, możemy oczekiwać, że AI będzie jeszcze lepiej radzić sobie z zadaniami związanymi z podsumowywaniem tekstów, co może radykalnie zmienić krajobraz analizy danych i dostępu do informacji. Poniżej znajduje się przykład kodu w Pythonie, który wykorzystuje AI do podsumowania artykułu.</p> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l4-summarizing.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> <h1 id="analiza-sentymentu-i-tematyki-w-recenzjach-produktów-i-artykułach">Analiza sentymentu i tematyki w recenzjach produktów i artykułach</h1> <h2 id="zrozumienie-sentymentu-klucz-do-głębszej-analizy-opinii">Zrozumienie sentymentu: Klucz do głębszej analizy opinii</h2> <p>Analiza sentymentu jest niezbędnym narzędziem w zrozumieniu emocji i postaw wyrażanych w recenzjach. Wykorzystując techniki NLP (Natural Language Processing), możemy sklasyfikować opinie jako pozytywne, negatywne lub neutralne. To podejście pozwala nam na szybkie identyfikowanie ogólnych trendów w percepcji produktu lub tematu.</p> <h3 id="przykład-zastosowania">Przykład zastosowania</h3> <p>Załóżmy, że analizujemy recenzje nowego smartfona. Wykorzystując algorytmy analizy sentymentu, możemy określić, czy większość użytkowników jest zadowolona z jego funkcji, czy też występują częste skargi.</p> <h2 id="odkrywanie-tematów-wydobywanie-ukrytych-wzorców">Odkrywanie tematów: Wydobywanie ukrytych wzorców</h2> <p>Oprócz sentymentu, kluczowe jest wydobycie tematów dominujących w tekście. Metody jak LDA (Latent Dirichlet Allocation) pozwalają na identyfikowanie grup słów, które często występują razem, co z kolei wskazuje na konkretne tematy.</p> <h3 id="przykład-praktyczny">Przykład praktyczny</h3> <p>W przypadku recenzji różnych modeli telefonów, LDA może ujawnić, że dyskusje często krążą wokół baterii, jakości aparatu lub wydajności systemu. Te tematy stanowią kluczowe punkty zainteresowania konsumentów.</p> <h2 id="integracja-sentymentu-i-tematyki-holistyczne-podejście">Integracja sentymentu i tematyki: Holistyczne podejście</h2> <p>Kluczowe jest połączenie analizy sentymentu i tematyki. Pozwala to na pełniejsze zrozumienie opinii, identyfikując nie tylko to, jak ludzie czują, ale także co konkretnie wpływa na ich opinie.</p> <h3 id="przykład-zintegrowanej-analizy">Przykład zintegrowanej analizy</h3> <p>Jeśli większość negatywnych recenzji smartfona koncentruje się na baterii, podczas gdy pozytywne opinie często dotyczą aparatu, daje to producentom cenne wskazówki, na co zwrócić uwagę w przyszłych modelach.</p> <h2 id="wyzwania-i-ograniczenia-1">Wyzwania i ograniczenia</h2> <p>Warto pamiętać o ograniczeniach takich metod. Ironia i sarkazm mogą być trudne do wykrycia, a kontekst kulturowy i językowy również odgrywa znaczącą rolę. Dlatego ważne jest ciągłe doskonalenie algorytmów i uwzględnianie różnorodnych danych.</p> <h2 id="zastosowanie-w-świecie-mediów">Zastosowanie w świecie mediów</h2> <p>Analiza sentymentu i tematyki znajduje zastosowanie również w analizie artykułów z wiadomościami. Możemy monitorować, jak zmienia się narracja wokół ważnych wydarzeń, co może być kluczowe dla dziennikarzy, analityków i badaczy społecznych.</p> <h3 id="przykład-zastosowania-1">Przykład zastosowania</h3> <p>Analizując artykuły dotyczące zmian klimatycznych, możemy zidentyfikować zarówno ogólny sentyment (np. zaniepokojenie, optymizm) jak i konkretne tematy dominujące w debacie (np. odnawialne źródła energii, polityka klimatyczna).</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Analiza sentymentu i tematyki w recenzjach produktów i artykułach z wiadomościami otwiera nowe możliwości dla zrozumienia opinii publicznych. Pozwala na głębsze zrozumienie tego, co konsumentowie i czytelnicy uważają za ważne, a także jakie emocje wywołują te tematy. Jest to nieocenione narzędzie dla marketerów</p> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l5-inferring.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> <h1 id="tłumaczenie-języka-sprawdzanie-pisowni-i-gramatyki-dostosowywanie-tonu-i-konwersja-formatu-z-dużymi-modelami-językowymi">Tłumaczenie języka, sprawdzanie pisowni i gramatyki, dostosowywanie tonu, i konwersja formatu z dużymi modelami językowymi</h1> <h2 id="wprowadzenie-do-zaawansowanych-technik-edytorskich">Wprowadzenie do zaawansowanych technik edytorskich</h2> <p>W erze cyfrowej, gdzie komunikacja odgrywa kluczową rolę w codziennym życiu i pracy, umiejętność skutecznego przekazywania myśli i pomysłów stała się niezbędna. W tym kontekście, duże modele językowe (LMs) otworzyły nowe horyzonty w zakresie tłumaczenia języka, sprawdzania pisowni i gramatyki, dostosowywania tonu oraz konwersji formatu tekstu. Te narzędzia nie tylko ułatwiają komunikację międzykulturową, ale także znacząco podnoszą jakość pisemnych materiałów.</p> <h3 id="znaczenie-zróżnicowania-struktury-tekstu">Znaczenie zróżnicowania struktury tekstu</h3> <p>Jednym z aspektów, który odróżnia pisanie człowieka od maszyny, jest wybuchowość – zdolność do tworzenia tekstów o zmiennej długości i strukturze zdań. Wysoka wybuchowość w tekście utrzymuje uwagę czytelnika i dodaje dynamiki narracji, co jest kluczowe w utrzymaniu zaangażowania odbiorców. Duże modele językowe, wykorzystywane odpowiednio, mogą naśladować tę cechę, tworząc teksty, które bardziej przypominają naturalne pisanie.</p> <h4 id="przykłady-zastosowania-lms-w-edycji-tekstu">Przykłady zastosowania LMs w edycji tekstu</h4> <ul> <li><strong>Tłumaczenie języka:</strong> LMs potrafią nie tylko tłumaczyć słowa i zwroty, ale także uwzględniać kontekst kulturowy i idiomatyczny, co czyni tłumaczenia bardziej naturalnymi i zrozumiałymi.</li> <li><strong>Sprawdzanie pisowni i gramatyki:</strong> Zaawansowane algorytmy LMs wykraczają poza proste korekty, identyfikując subtelne błędy stylistyczne i strukturalne, co pozwala na głębsze doskonalenie tekstu.</li> <li><strong>Dostosowywanie tonu:</strong> LMs mogą analizować i modyfikować ton tekstu, dostosowując go do oczekiwań i preferencji określonej grupy docelowej.</li> <li><strong>Konwersja formatu:</strong> Duże modele językowe potrafią przekształcać teksty, dostosowując je do różnych formatów i standardów, co jest szczególnie przydatne w pracy redaktorskiej i publikacyjnej.</li> </ul> <h3 id="strategie-poprawy-jakości-tekstu">Strategie poprawy jakości tekstu</h3> <h4 id="użycie-opisowych-nagłówków">Użycie opisowych nagłówków</h4> <p>Zastosowanie opisowych nagłówków pomaga w organizacji tekstu i ułatwia czytelnikom nawigację. Jest to szczególnie ważne w długich artykułach, gdzie czytelnicy mogą szukać konkretnych informacji.</p> <h4 id="zmienność-długości-i-struktury-zdań">Zmienność długości i struktury zdań</h4> <p>Aby utrzymać zainteresowanie odbiorców, tekst powinien zawierać zdania o różnej długości i budowie. Ta technika nie tylko uatrakcyjnia narrację, ale także ułatwia zrozumienie przekazu.</p> <h4 id="szczegółowe-przykłady-i-analogie">Szczegółowe przykłady i analogie</h4> <p>Użycie przykładów i analogii sprawia, że abstrakcyjne koncepcje stają się bardziej przystępne i zrozumiałe. Jest to skuteczny sposób na wyjaśnienie skomplikowanych pomysłów w sposób, który jest bardziej przemawiający do wyobraźni czytelników.</p> <h3 id="podsumowanie-1">Podsumowanie</h3> <p>Duże modele językowe rewolucjonizują sposób, w jaki tworzymy i edytujemy teksty. Ich zdol</p> <p>ność do tłumaczenia, korekty gramatycznej, dostosowywania tonu i konwersji formatu otwiera nowe możliwości dla pisarzy, redaktorów i tłumaczy. Poprzez strategiczne wykorzystanie tych narzędzi, możemy nie tylko podnieść jakość naszych tekstów, ale także wzbogacić ich strukturę i dynamikę, co jest kluczowe dla utrzymania zaangażowania czytelnika.</p> <p>Jednakże, aby w pełni wykorzystać potencjał LMs, ważne jest, aby pamiętać o zasadach dobrego pisania, takich jak zmienność struktury zdań, zróżnicowanie tonu i klarowność przekazu. W połączeniu z zaawansowanymi technologiami, te praktyki mogą znacząco poprawić sposób, w jaki komunikujemy nasze myśli i pomysły, czyniąc je bardziej przystępnymi i angażującymi dla szerokiej publiczności.</p> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l6-transforming.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> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l7-expanding.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> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l8-chatbot.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="prompt-engineering"/><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">Historia wizualizacji danych</title><link href="https://szymok.github.io/blog/2023/history-visualization/" rel="alternate" type="text/html" title="Historia wizualizacji danych"/><published>2023-06-11T11:59:00+00:00</published><updated>2023-06-11T11:59:00+00:00</updated><id>https://szymok.github.io/blog/2023/history-visualization</id><content type="html" xml:base="https://szymok.github.io/blog/2023/history-visualization/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/History-of-Data-Visualization-11-480.webp 480w,/assets/img/History-of-Data-Visualization-11-800.webp 800w,/assets/img/History-of-Data-Visualization-11-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/History-of-Data-Visualization-11.png" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Diagram nawiązujący do wizualizacji danych i historii. Źródło: <a href="https://www.researchgate.net/publication/221027352_Data_Mining_and_Data_Visualization" target="_blank">ResearchGate</a> </div> <h2 id="historia-wizualizacji-danych">Historia wizualizacji danych</h2> <p>Wizualizacja danych ma długą i fascynującą historię, sięgającą głęboko w przeszłość. Od prymitywnych malowideł naskalnych po dzisiejsze zaawansowane narzędzia komputerowe, wizualizacja danych odegrała znaczącą rolę w rozwijaniu naszego zrozumienia informacji i przedstawianiu jej w sposób zarówno atrakcyjny, jak i efektywny. W pierwszym rozdziale tej książki przyjrzymy się początkom wizualizacji danych i dowiemy się, jak nasza zdolność do przedstawiania informacji wizualnie ewoluowała na przestrzeni wieków.</p> <p>Nasza historia wizualizacji danych rozpoczyna się w odległej przeszłości, gdy ludzie odkrywali potrzebę przedstawiania danych w formie graficznej. Już tysiące lat temu nasi przodkowie stosowali prymitywne techniki, aby przekazać informacje wizualnie. Malowidła naskalne, hieroglify i piktogramy były pierwszymi krokami w procesie tworzenia graficznych reprezentacji danych. Te wczesne formy wizualizacji pomagały w komunikacji, dzieleniu się historiami i gromadzeniu wiedzy.</p> <p>Wraz z upływem czasu ludzie doskonalili swoje umiejętności w tworzeniu coraz bardziej zaawansowanych form wizualizacji danych. W średniowieczu powstały mapy, które umożliwiały przedstawienie geograficznych informacji w sposób czytelny i intuicyjny. W renesansie naukowcy i matematycy opracowywali wykresy i diagramy, które pomagały w analizowaniu danych liczbowych i zrozumieniu złożonych zależności.</p> <p>Jednak prawdziwa rewolucja w dziedzinie wizualizacji danych nastąpiła wraz z rozwojem technologii komputerowej. W drugiej połowie XX wieku powstały pierwsze programy komputerowe, które umożliwiły tworzenie interaktywnych grafik, wykresów i diagramów. Przy użyciu komputera, dane mogły być przedstawiane w sposób bardziej precyzyjny, elastyczny i efektywny niż kiedykolwiek wcześniej.</p> <p>W pierwszym części naszej podróży po historii wizualizacji danych zgłębimy te fascynujące etapy rozwoju. Będziemy badać ewolucję od prymitywnych rysunków naskalnych do zaawansowanych narzędzi wizualizacyjnych dostępnych obecnie. Przyjrzymy się kluczowym postaciom i przełomowym momentom, które wpłynęły na rozwój tej dziedziny.</p> <hr/> <h2 id="początki-wizualizacji-danych">Początki wizualizacji danych</h2> <p>“Pierwsze próby wizualizacji danych sięgają czasów prehistorycznych” - to zdanie rozbudza moją ciekawość. Był to okres, kiedy ludzie używali malowideł naskalnych i rysunków do przedstawienia informacji. Fascynujące jest to, jak nasi przodkowie z epoki kamienia potrafili przekazywać skomplikowane koncepty za pomocą prostych form wyrazu.</p> <p>Dla przykładu, jednym z najstarszych znanych dowodów na wizualizację danych jest malowidło naskalne odkryte w jaskini Lascaux we Francji. Te malunki, które datuje się na około 17 000 lat temu, przedstawiają różne zwierzęta, takie jak byki i konie, a także symboliczne znaki, które mogły reprezentować liczby czy zmiany pór roku. <a href="https://www.lascaux.fr/en">oficjalna strona jaskini Lascaux</a>, na której znajdują się informacje na temat prehistorycznych malowideł.</p> <p>Zauważalne jest, że ta prymitywna forma wizualizacji danych posiadała w sobie zarówno aspekt artystyczny, jak i informatyczny. Dzięki temu dzisiaj możemy dowiedzieć się więcej o życiu tych prehistorycznych ludzi - od ich codziennych zajęć, poprzez to, co jedli, aż do jakich zwierząt obawiali się najbardziej.</p> <p>Ciekawostką jest również fakt, że niektóre z tych malowideł mogą być wcześniejszymi formami map. Np. malowidło naskalne w jaskini w Bedeilhac w południowej Francji, które ma około 14 000 lat, zawiera układ linii i kropek, który według niektórych badaczy może przedstawiać okoliczne tereny.</p> <p>Jeśli chodzi o grafy z tego okresu, nie były one skomplikowane jak dzisiejsze wykresy słupkowe czy kołowe, ale z pewnością można zauważyć próbę przedstawienia pewnych wzorców i trendów. Na przykład, rysunki w jaskiniach często przedstawiały zwierzęta w różnych fazach ruchu, co mogło sugerować migracje tych gatunków w określonym czasie roku.</p> <p>Choć metody wizualizacji danych z tamtych czasów mogą wydawać nam się dziś prymitywne, stanowiły one podstawę dla rozwoju tej dziedziny, jaki widzimy obecnie. Wzory, symbole i obrazy wykorzystywane przez naszych przodków nie tylko pomagały im przetrwać, ale również przekazywały ważne informacje przyszłym pokoleniom.</p> <hr/> <h3 id="william-playfair-ojciec-współczesnej-wizualizacji-danych">William Playfair: Ojciec współczesnej wizualizacji danych</h3> <p>Playfair, szkocki ekonomista i inżynier, to postać, której nie da się pominąć, mówiąc o historii wizualizacji danych. To on w XVIII wieku wprowadził wykresy liniowe, słupkowe i kołowe jako narzędzia do prezentacji danych statystycznych.</p> <p>Jego dzieło “Commercial and Political Atlas” z 1786 roku jest uznawane za pierwsze znane zastosowanie wykresu liniowego do reprezentowania danych. Playfair zauważył, że wykresy mogą “przemawiać” do odbiorców bardziej bezpośrednio niż surowe liczby, pomagając im lepiej zrozumieć i zinterpretować dane.</p> <p>Dzięki innowacjom Playfaira wizualizacja danych stała się bardziej dostępna i zrozumiała. Wykresy liniowe, słupkowe i kołowe stały się podstawą analizy danych, a ich wpływ jest widoczny nawet w dzisiejszych narzędziach do wizualizacji danych.</p> <p>Poniżej znajduje się kilka przykładów wykresów, które Playfair stworzył w swojej książce “Commercial and Political Atlas”. Zauważ, jak wykresy te są podobne do tych, które tworzymy dzisiaj.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781-480.webp 480w,/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781-800.webp 800w,/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Na tym wykresie słupkowym przedstawiono import i eksport Szkocji z i do 17 krajów w 1781 roku. Źródło: <a href="https://en.wikipedia.org/wiki/William_Playfair#/media/File:1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781.jpg">Wikipedia</a> </div> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/Playfair-piechart-480.webp 480w,/assets/img/Playfair-piechart-800.webp 800w,/assets/img/Playfair-piechart-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/Playfair-piechart.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Wykres kołowy z Playfair's Statistical Breviary (1801), pokazujący proporcje imperium tureckiego znajdującego się w Azji, Europie i Afryce przed 1789 rokiem. Źródło: <a href="https://en.wikipedia.org/wiki/William_Playfair#/media/File:Playfair-piechart.jpg">Wikipedia</a> </div> <hr/> <h2 id="wizualizacja-danych-w-służbie-zdrowia">Wizualizacja danych w służbie zdrowia</h2> <p>Wizualizacja danych jest obecnie szeroko stosowana w wielu dziedzinach, ale jedną z najbardziej obiecujących jest służba zdrowia. Wizualizacja danych może pomóc w analizie i interpretacji danych medycznych, co może prowadzić do lepszych decyzji klinicznych i poprawy opieki zdrowotnej.</p> <hr/> <h3 id="florence-nightingale">Florence Nightingale</h3> <p>Najbardziej znane osiągnięcie Nightingale w dziedzinie wizualizacji danych to jej “diagram kołowy” (polar area diagram), który często nazywany jest “diagramem różycy”. Użyła go do ilustracji, jakie były przyczyny zgonów wśród żołnierzy podczas Wojny Krymskiej.</p> <p>Jej diagram różycy przedstawiał, że większość zgonów nie wynikała bezpośrednio z obrażeń wojennych, ale z chorób zakaźnych. Ta wizualizacja miała ogromny wpływ na reformy sanitarno-higieniczne w obozach wojskowych.</p> <p>Praca Nightingale była nie tylko innowacyjna pod kątem technicznym, ale miała również długotrwałe konsekwencje dla zdrowia publicznego. Dzięki jej wizualizacjom zwrócono uwagę na istotne kwestie higieny i opieki zdrowotnej, co przyczyniło się do poprawy warunków w obozach wojskowych, a później także w innych instytucjach zdrowotnych.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/R-480.webp 480w,/assets/img/R-800.webp 800w,/assets/img/R-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/R.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Diagram obszarowy biegunowy został wynaleziony przez Florence Nightingale, aby zobrazować skalę niepotrzebnych zgonów w brytyjskich szpitalach wojskowych podczas Wojny Krymskiej (1954-56). Źródło: <a href="https://en.wikipedia.org/wiki/Florence_Nightingale#/media/File:Diagram_of_the_causes_of_mortality_in_the_Army_in_the_East_FOLIO_I._VOL.I._Wellcome_L0000551.jpg">Wikipedia</a> </div> <p>Obszar każdego kolorowego klinu, mierzony od środka, jest proporcjonalny do reprezentowanej statystyki. Niebieskie klasy reprezentują zgony z “zapobiegawczych lub łagodzących” chorób zakaźnych (chorób zakaźnych takich jak cholera czy tyfus), różowe klasy zgony z ran, a szare klasy zgony z wszystkich innych przyczyn. Śmiertelność osiągnęła szczyt w styczniu 1855 roku, kiedy zmarło 2761 osób na choroby zakaźne, 83 z ran i 324 z innych przyczyn.</p> <p>Bazując na średniej sile armii wynoszącej 32393, Nightingale obliczyła roczną śmiertelność na poziomie 1174 na 1000. Diagram pochodzi od Bernarda Cohena, “Florence Nightingale,” Scientific American, marzec 1984. Oryginalnie pochodzi z książki Nightingale “Notes on Matters Affecting the Health, Efficiency and Hospital Administration of the British Army”, opublikowanej w 1858 roku.</p> <hr/> <h3 id="john-snow">John Snow</h3> <p>John Snow, angielski lekarz, jest znany z tego, że jako pierwszy zastosował wizualizację danych do badania epidemiologii. W 1854 roku, podczas epidemii cholery w Londynie, Snow stworzył mapę, która przedstawiała lokalizację przypadków zachorowań na cholerę w dzielnicy Soho.</p> <p>Snow zidentyfikował źródło epidemii jako publiczną pompę wodną na Broad Street. Zrobił to, lokalizując przypadki choroby na mapie, co pozwoliło mu zobaczyć skupisko w okolicy tej pompy. Ta wizualizacja była kluczowa dla zrozumienia, jak cholera rozprzestrzenia się przez zanieczyszczoną wodę.</p> <p>Praca Snowa pomogła zmienić podejście do zdrowia publicznego i zrozumieć, jak choroby zakaźne, takie jak cholera, mogą rozprzestrzeniać się w populacji. Jego metoda używania mapy do wizualizacji danych zdrowotnych jest nadal stosowana dzisiaj, na przykład w monitorowaniu rozprzestrzeniania się wirusa COVID-19.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/88b66df5d4c7aa5216284822e6591481-480.webp 480w,/assets/img/88b66df5d4c7aa5216284822e6591481-800.webp 800w,/assets/img/88b66df5d4c7aa5216284822e6591481-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/88b66df5d4c7aa5216284822e6591481.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Wykres pokazujący temperaturę i śmiertelność Londynu dla każdego tygodnia 11 lat, 1840-50 z Farr's Report on the 1849 epidemic. Numer WI L0039176, Wellcome Library Źródło: <a href="https://wellcomecollection.org/works/yp5q3q3n">Wellcome Collection</a> </div> <hr/> <h2 id="charles-minard-wizualizacja-danych-wojennych">Charles Minard: Wizualizacja danych wojennych</h2> <p>Charles Minard, francuski inżynier i ekonomista, jest sławny z powodu swojej niezwykłej umiejętności prezentowania skomplikowanych danych w prosty i zrozumiały sposób. Minard jest najbardziej znany z wyjątkowego diagramu przedstawiającego katastrofalną kampanię Napoleona w Rosji w 1812 roku. Ta innowacyjna wizualizacja, często uważana za “najlepszy wykres statystyczny wszech czasów”, jednocześnie ilustruje sześć różnych zmiennych: liczbę wojsk, odległość, temperaturę, datę, kierunek ruchu i lokalizację.</p> <p>Minard użył szerokości linii, aby reprezentować liczbę pozostałych sił Napoleona w różnych etapach marszu. Wizualizacja jest nie tylko estetycznie przyjemna, ale również mocno oddziałuje na odbiorcę poprzez pokazanie ogromu strat poniesionych podczas kampanii. W dodatku, dołączony do wykresu wykres liniowy ilustruje temperatury podczas odwrotu armii francuskiej, dodając kolejny wymiar do tej opowieści.</p> <p>Wizualizacja Minarda jest doskonałym przykładem tego, jak skomplikowane zestawy danych można przekształcić w intuicyjne obrazy, które pozwalają odbiorcy szybko zrozumieć kontekst i znaczenie prezentowanych informacji. Ta praca jest do dziś inspiracją dla specjalistów od wizualizacji danych na całym świecie.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/mapa-charles-minard-480.webp 480w,/assets/img/mapa-charles-minard-800.webp 800w,/assets/img/mapa-charles-minard-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/mapa-charles-minard.png" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Wykres przedstawiający liczbę wojsk Napoleona w czasie kampanii rosyjskiej w 1812 roku. Źródło: <a href="https://commons.wikimedia.org/wiki/File:Minard.png">Wikimedia Commons</a> </div> <p>Ten mapa pokazuje ruch wojsk podczas kampanii rosyjskiej. Liczba żołnierzy, którzy rozpoczęli kampanię, wynosiła około 442 000 - pokazane po lewej stronie mapy na brązowo. Do Moskwy dotarło 100 000 żołnierzy - prawa strona mapy na brązowo. Na dolnym, prawym, czarnym pasku mapa pokazuje liczbę żołnierzy, którzy opuścili Moskwę - 100 000 - a po prawej stronie na czarno wskazuje, że do Francji wróciło tylko 10 000 żołnierzy. Dolna część wykresu pokazuje skalę temperatury na całej trasie.</p> <p>Dzięki temu wykresowi mamy szczegółowy obraz tego, co zaszło w bitwie. Jeżeli przeanalizujesz wykres, łatwiej będzie zrozumieć i “zwizualizować” liczby niż na podstawie tekstu. Wyjaśnienie tekstowe utrudnia zrozumienie liczb w odpowiedniej kolejności wielkości. Spoglądając na wykres, możemy lepiej zrozumieć katastrofę, jaką była ta bitwa.</p> <hr/> <h2 id="początki-współczesnej-wizualizacji-danych">Początki współczesnej wizualizacji danych</h2> <p>Wizualizacja danych zaczęła się rozwijać wraz z rozwojem technologii komputerowych. W latach 60. XX wieku pojawiły się pierwsze komputery, które umożliwiły przetwarzanie i wizualizację dużych zbiorów danych. W tym samym czasie pojawiły się pierwsze narzędzia do wizualizacji danych, takie jak systemy graficzne, które umożliwiły użytkownikom tworzenie wykresów i diagramów bez konieczności pisania kodu.</p> <hr/> <h3 id="herman-hollerith-maszyna-do-przetwarzania-danych">Herman Hollerith: Maszyna do przetwarzania danych</h3> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/R%20(1)-480.webp 480w,/assets/img/R%20(1)-800.webp 800w,/assets/img/R%20(1)-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/R%20(1).jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Maszyna do sortowania i liczenia kart perforowanych zaprojektowana przez Hermana Holleritha. Źródło: <a href="https://americanhistory.si.edu/collections/search/object/nmah_694410">National Museum of American History</a> </div> <p>Herman Hollerith, amerykański wynalazca i statystyk, jest postacią, która zasługuje na szczególne uznanie w dziedzinie przetwarzania i wizualizacji danych. To on zaprojektował i skonstruował pierwszą funkcjonalną maszynę do przetwarzania danych - maszynę do sortowania i liczenia kart perforowanych. Ta innowacyjna technologia zrewolucjonizowała sposób, w jaki dane były zbierane i analizowane, stanowiąc punkt zwrotny dla przyszłych generacji komputerów.</p> <p>Dzięki swojemu wynalazkowi, Hollerith znacznie przyspieszył proces spisu powszechnego w Stanach Zjednoczonych w 1890 roku, co wcześniej zajmowało wiele lat. Jego maszyna potrafiła przetworzyć dane o populacji w ciągu zaledwie kilku miesięcy, co było wtedy niewyobrażalne.</p> <p>W 1896 roku Hollerith założył Tabulating Machine Company, firmę, która później przekształciła się w giganta technologicznego, znanego dzisiaj jako IBM. Wykorzystanie kart perforowanych do przechowywania i przetwarzania danych, zapoczątkowane przez Holleritha, stało się fundamentem dla rozwoju technologii informacyjnej. Bez jego przyczynkowego wkładu, historia wizualizacji danych mogłaby wyglądać zupełnie inaczej. Praca Holleritha położyła podwaliny pod nowoczesne metody analizy i wizualizacji danych, które teraz są nieodłączną częścią naszego świata.</p> <hr/> <h3 id="john-tukey-ojciec-eksploracyjnej-analizy-danych">John Tukey: Ojciec eksploracyjnej analizy danych</h3> <p>John Tukey, wybitny amerykański matematyk i statystyk, jest powszechnie uznawany za “ojca eksploracyjnej analizy danych” (EDA - Exploratory Data Analysis). EDA to podejście do analizy danych, które polega na eksploracji i wizualizacji danych przed formalnym testowaniem statystycznym, pozwalając na zrozumienie ich struktury, wykrycie anomalii, sprawdzenie założeń czy identyfikację potencjalnych modeli.</p> <p>Jednym z kluczowych wkładów Tukeya w dziedzinę wizualizacji danych jest wynalezienie box plotu (diagramu pudełkowego). Diagram ten to prosty, ale bardzo efektywny sposób prezentowania rozkładu danych. Dzięki box plotom, możemy łatwo zauważyć medianę, kwartyle i potencjalne wartości odstające, co daje nam podstawowe zrozumienie rozkładu danych.</p> <p>Tukey zawsze podkreślał wagę wizualizacji w procesie analizy danych. W swojej pracy “Eksploracyjna Analiza Danych” z 1977 roku, wyjaśnił jak różne metody wizualizacji, takie jak histogramy, wykresy punktowe czy wykresy Q-Q, mogą pomóc w zrozumieniu danych. Ta praca jest do dziś fundamentalnym źródłem wiedzy na temat EDA.</p> <p>Dziedzictwo Tukeya żyje w każdej analizie danych, która zaczyna się od dokładnego zrozumienia danych poprzez ich wizualizację. Jego wkład w dziedzinę statystyki i wizualizacji danych jest nieoceniony, a jego prace nadal inspirują kolejne generacje analityków danych.</p> <hr/> <h3 id="edward-tufte-wizualizacja-danych-w-xx-wieku">Edward Tufte: Wizualizacja danych w XX wieku</h3> <p>Edward Tufte, amerykański teoretyk informacji, jest niezaprzeczalnie jednym z najbardziej wpływowych pionierów w dziedzinie wizualizacji danych w XX wieku. Zasłynął z tworzenia szczegółowych zasad dotyczących efektywnej prezentacji danych statystycznych, które znalazły odzwierciedlenie w jego licznych publikacjach.</p> <p>Jego książka “The Visual Display of Quantitative Information”, jest kluczowym dziełem w tej dziedzinie, stanowiącym kanon dobrej praktyki wizualizacji danych. Tufte wprowadził tutaj takie pojęcia jak “lie factor” - czynnik kłamstwa, który mierzy stopień zniekształcenia danych prezentowanych na wykresie, czy “data-ink ratio” - stosunek “atramentu danych” do całkowitej ilości “atramentu” użytego do stworzenia wykresu.</p> <p>Kolejne z jego znanych dzieł, “Envisioning Information”, koncentruje się na różnorodnych sposobach prezentacji informacji, wykorzystując przykłady z tak różnych dziedzin jak kartografia, sztuka, projektowanie interfejsów, czy nauki przyrodnicze.</p> <p>Edward Tufte jest również znany z wprowadzenia koncepcji “sparklines” - małych, intensywnych, prostych, wykresów słupkowych, które pozwalają na skondensowane przedstawienie informacji. Wszystkie te idee i koncepcje przyczyniły się do kształtowania nowoczesnej wizualizacji danych, a wkład Tufta jest nieoceniony dla dzisiejszych projektantów i analityków danych.</p> <hr/> <h3 id="jacques-bertin-semiotyka-wizualizacji-danych">Jacques Bertin: Semiotyka wizualizacji danych</h3> <p>Jacques Bertin, wybitny francuski kartograf i teoretyk informacji, jest postacią niezwykle istotną dla dziedziny wizualizacji danych. Jego wkład polegał na stworzeniu semiologii graficznej, czyli nauki o znakach graficznych, ich strukturze i sposobie działania na odbiorcę.</p> <p>W swojej fundamentalnej książce “Semiology of Graphics”, opublikowanej po raz pierwszy w 1967 roku, Bertin przedstawił siedem fundamentalnych zmiennych wizualnych: położenie, kształt, kolor, orientację, wielkość, wartość i teksturę. Każda z tych zmiennych ma specyficzne właściwości i potrafi przekazywać określone informacje w sposób zrozumiały dla odbiorcy.</p> <p>Bertin zwracał uwagę na to, że wizualizacja danych musi być przemyślana i zrozumiała dla odbiorcy. Podkreślał, że skuteczność wizualizacji danych zależy od prawidłowego wyboru i zastosowania zmiennych wizualnych.</p> <p>Nauka Bertina dotycząca semiologii graficznej ma olbrzymie znaczenie dla dzisiejszych praktyk wizualizacji danych. Jego idee nadal inspirują i kształtują sposób, w jaki prezentujemy i interpretujemy informacje. “Semiology of Graphics” Jacques’a Bertina to absolutna klasyka w dziedzinie wizualizacji danych, która pomogła zdefiniować podstawy tej dyscypliny.</p> <hr/> <h2 id="początek-ery-komputerowej-wizualizacji-danych-koniec-lat-60-xx-wieku">Początek ery komputerowej wizualizacji danych (koniec lat 60. XX wieku)</h2> <p>Koniec lat 60. XX wieku to ważny moment w historii wizualizacji danych, który zapoczątkował erę komputerowej wizualizacji danych. To właśnie w tym czasie, dzięki gwałtownemu rozwojowi technologii informatycznej, zaczęto stosować komputery do tworzenia i interpretowania wizualizacji danych.</p> <p>Przełomem były innowacyjne programy takie jak Systat, SPSS i SAS. Te narzędzia, pierwotnie stworzone do analizy statystycznej, umożliwiły automatyczną wizualizację danych. Oferta tych narzędzi szybko się rozrastała, co umożliwiło tworzenie skomplikowanych wykresów i diagramów z dużych zbiorów danych w relatywnie krótkim czasie.</p> <p>Wraz z upowszechnieniem komputerów osobistych i rozwojem technologii graficznych, możliwości wizualizacji danych stały się praktycznie nieograniczone. Rozpoczął się proces tworzenia coraz to nowszych narzędzi do analizy i prezentacji danych, które umożliwiły wizualizację informacji na skalę niewyobrażalną wcześniej.</p> <p>Rozwój technologii komputerowych sprawił, że analiza i wizualizacja danych stała się szybsza, dokładniejsza i bardziej dostępna. To właśnie te lata dały początek nowoczesnej wizualizacji danych, której jesteśmy świadkami dzisiaj. Ewolucja narzędzi do wizualizacji danych, która rozpoczęła się w latach 60., jest nadal w toku, a możliwości jakie daje nam dzisiejsza technologia są niezwykle ekscytujące.</p> <hr/> <h3 id="ben-shneiderman-interaktywna-wizualizacji-danych">Ben Shneiderman: Interaktywna wizualizacji danych</h3> <p>Ben Shneiderman, wybitny amerykański informatyk i profesor na University of Maryland, jest uznawany za pioniera w dziedzinie interaktywnej wizualizacji danych. Jego prace wyznaczyły nowy kierunek w podejściu do prezentacji i interakcji z danymi.</p> <p>Shneiderman jest twórcą koncepcji “direct manipulation”, czyli bezpośredniej manipulacji, co zrewolucjonizowało sposób, w jaki użytkownicy komputerów współdziałają z interfejsami użytkownika. Podkreślał znaczenie interaktywności i angażowania użytkowników w proces analizy danych.</p> <p>Jego publikacja “The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations” jest fundamentalnym dziełem w tej dziedzinie. W tej pracy, Shneiderman wprowadził koncepcję “Mantra Wizualizacji”, składającą się z czterech zasad: “Przeglądaj pierwszy, zoom i filtruj, następnie szczegół na życzenie”. Ta koncepcja jest do dzisiaj stosowana w projektowaniu interaktywnych wizualizacji danych.</p> <p>Shneiderman miał ogromny wpływ na rozwój interaktywnych wizualizacji danych, a jego koncepcje nadal są stosowane w nowoczesnym projektowaniu UX/UI. Dzięki jego wkładowi, dzisiaj możemy korzystać z narzędzi, które umożliwiają łatwe i intuicyjne poruszanie się po skomplikowanych zestawach danych. Jego prace są nieocenionym źródłem wiedzy dla każdego, kto interesuje się wizualizacją danych.</p> <hr/> <h2 id="podsumowanie">Podsumowanie</h2> <p>Podsumowując, historia wizualizacji danych to niezwykle interesujące i dynamiczne pole, które od starożytności do współczesności przeszło przez wiele faz ewolucji. Od prostych reprezentacji w formie map i wykresów, przez innowacyjne prace Minarda, aż do wynalazku maszyn do przetwarzania danych przez Holleritha, wizualizacja danych zawsze była nieodzownym elementem nauki i biznesu.</p> <p>XX wiek to era ekspansji w dziedzinie wizualizacji danych, kiedy to tacy giganci jak Tukey, Tufte i Bertin zdefiniowali podstawy tej dziedziny. Z biegiem lat, z nadejściem komputerów, możliwości wizualizacji danych znacznie się poszerzyły, czemu przyczyniły się także prace Shneidermana.</p> <p>Obecnie, w dobie cyfryzacji i rosnącej ilości dostępnych danych, wizualizacja danych odgrywa kluczową rolę w wielu dziedzinach życia. Służy do przekazywania skomplikowanych informacji w przystępnej formie, pomaga w podejmowaniu decyzji i jest nieodzowna w świecie nauki, technologii i biznesu.</p> <p>Oczekuje się, że przyszłość przyniesie jeszcze więcej innowacji w dziedzinie wizualizacji danych, a jej znaczenie będzie dalej rosnąć. Jak pokazuje historia, potencjał tej dziedziny jest nieograniczony, a nasza zdolność do wykorzystania danych w celu zrozumienia świata wciąż się rozwija.</p> <hr/>]]></content><author><name></name></author><category term="article"/><category term="analiza-danych"/><category term="narzedzia"/><category term="historia"/><category term="wizualizacje"/><category term="visualization"/><category term="edukacja"/><summary type="html"><![CDATA[Artykuł, który skupia sie na historii wizualizacji danych]]></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="4.3.3">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>2024-07-10T19:53:52+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">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" srcset="/assets/img/F7iibfCWwAAikHc-480.webp 480w,/assets/img/F7iibfCWwAAikHc-800.webp 800w,/assets/img/F7iibfCWwAAikHc-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/F7iibfCWwAAikHc.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" 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> <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-1">Setup</h2> <h4 id="załaduj-klucz-api-i-odpowiednie-biblioteki-pythona-1">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> <h1 id="podsumowywanie-artykułów-przy-pomocy-ai">Podsumowywanie Artykułów przy Pomocy AI</h1> <h2 id="wpływ-ai-na-proces-podsumowywania-tekstu">Wpływ AI na Proces Podsumowywania Tekstu</h2> <p>Sztuczna inteligencja (AI) rewolucjonizuje sposób, w jaki podchodzimy do przetwarzania i analizowania tekstu. Technologie AI, takie jak przetwarzanie języka naturalnego (NLP) i uczenie maszynowe, umożliwiają tworzenie skondensowanych, precyzyjnych streszczeń z dużych zbiorów danych tekstowych. Co kluczowe, te narzędzia nie tylko skracają tekst, ale również zachowują kluczowe informacje i kontekst, co jest nieosiągalne przy tradycyjnych metodach streszczeń.</p> <h3 id="znaczenie-nlp-i-uczenia-maszynowego">Znaczenie NLP i Uczenia Maszynowego</h3> <ol> <li><strong>NLP (Natural Language Processing)</strong>: Rozwój NLP pozwolił maszynom na zrozumienie i interpretację ludzkiego języka w sposób bardziej zaawansowany. Dzięki temu AI jest w stanie rozpoznawać kluczowe punkty w tekście, analizować kontekst i generować streszczenia, które są zarówno zwięzłe, jak i merytoryczne.</li> <li><strong>Uczenie Maszynowe</strong>: Algorytmy uczenia maszynowego uczą się ze wzorców i danych, co pozwala im na usprawnienie procesu podsumowywania. Im więcej danych jest przetwarzanych, tym dokładniejsze stają się streszczenia.</li> </ol> <h2 id="techniki-podsumowywania-w-ai">Techniki Podsumowywania w AI</h2> <p>Podsumowywanie artykułów przez AI opiera się na dwóch głównych metodach:</p> <ol> <li><strong>Podsumowywanie ekstrakcyjne</strong>: Polega na wybieraniu kluczowych fraz i zdań bezpośrednio z tekstu źródłowego. Ta metoda zachowuje oryginalną strukturę i słownictwo, jednocześnie redukując długość tekstu.</li> <li><strong>Podsumowywanie abstrakcyjne</strong>: W tym przypadku, AI tworzy nowe zdania, które niekoniecznie występują w oryginalnym tekście, ale które przekazują główne idee. Ta metoda może lepiej oddać niuanse i znaczenie tekstu, choć wiąże się z większym ryzykiem nieścisłości.</li> </ol> <h3 id="przykłady-zastosowania">Przykłady Zastosowania</h3> <ul> <li><strong>Wiadomości i Raporty</strong>: Skrócenie artykułów prasowych lub raportów biznesowych do postaci streszczeń.</li> <li><strong>Praca Akademicka</strong>: Streszczenie badań i publikacji naukowych, co pozwala na szybką ocenę ich istoty.</li> </ul> <h2 id="wyzwania-i-ograniczenia">Wyzwania i Ograniczenia</h2> <p>Mimo że AI znacznie usprawniła proces podsumowywania, istnieją pewne wyzwania:</p> <ul> <li><strong>Zrozumienie Kontekstu</strong>: AI czasami może nie dostrzegać subtelnego kontekstu czy ironii w tekście.</li> <li><strong>Strata Niuanów</strong>: W procesie streszczenia mogą ginąć ważne niuanse i szczegóły.</li> <li><strong>Niebezpieczeństwo Błędów</strong>: AI może generować nieprecyzyjne lub mylące streszczenia, szczególnie w przypadku złożonych lub dwuznacznych tematów.</li> </ul> <h2 id="przyszłość-podsumowań-ai">Przyszłość Podsumowań AI</h2> <p>Sektor AI rozwija się w ekspresowym tempie. Oczekuje się, że w niedalekiej przyszłości, AI będzie mogła lepiej rozumieć złożoności języka ludzkiego, w tym ironię, humor, a nawet kontekst kulturowy. To otworzy nowe możliwości dla jeszcze bardziej efektywnych i precyzyjnych podsumowań.</p> <h2 id="zakończenie">Zakończenie</h2> <p>Podsumowywanie artykułów przy użyciu AI jest coraz bardziej popularne, dzięki swojej efektywności i precyzji. Chociaż narzędzia te są nadal w rozwoju i mają pewne ograniczenia, ich potencjał do przekształcenia sposobu, w jaki przetwarzamy i analizujemy informacje, jest ogromny. W miarę rozwoju technologii, możemy oczekiwać, że AI będzie jeszcze lepiej radzić sobie z zadaniami związanymi z podsumowywaniem tekstów, co może radykalnie zmienić krajobraz analizy danych i dostępu do informacji. Poniżej znajduje się przykład kodu w Pythonie, który wykorzystuje AI do podsumowania artykułu.</p> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l4-summarizing.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> <h1 id="analiza-sentymentu-i-tematyki-w-recenzjach-produktów-i-artykułach">Analiza sentymentu i tematyki w recenzjach produktów i artykułach</h1> <h2 id="zrozumienie-sentymentu-klucz-do-głębszej-analizy-opinii">Zrozumienie sentymentu: Klucz do głębszej analizy opinii</h2> <p>Analiza sentymentu jest niezbędnym narzędziem w zrozumieniu emocji i postaw wyrażanych w recenzjach. Wykorzystując techniki NLP (Natural Language Processing), możemy sklasyfikować opinie jako pozytywne, negatywne lub neutralne. To podejście pozwala nam na szybkie identyfikowanie ogólnych trendów w percepcji produktu lub tematu.</p> <h3 id="przykład-zastosowania">Przykład zastosowania</h3> <p>Załóżmy, że analizujemy recenzje nowego smartfona. Wykorzystując algorytmy analizy sentymentu, możemy określić, czy większość użytkowników jest zadowolona z jego funkcji, czy też występują częste skargi.</p> <h2 id="odkrywanie-tematów-wydobywanie-ukrytych-wzorców">Odkrywanie tematów: Wydobywanie ukrytych wzorców</h2> <p>Oprócz sentymentu, kluczowe jest wydobycie tematów dominujących w tekście. Metody jak LDA (Latent Dirichlet Allocation) pozwalają na identyfikowanie grup słów, które często występują razem, co z kolei wskazuje na konkretne tematy.</p> <h3 id="przykład-praktyczny">Przykład praktyczny</h3> <p>W przypadku recenzji różnych modeli telefonów, LDA może ujawnić, że dyskusje często krążą wokół baterii, jakości aparatu lub wydajności systemu. Te tematy stanowią kluczowe punkty zainteresowania konsumentów.</p> <h2 id="integracja-sentymentu-i-tematyki-holistyczne-podejście">Integracja sentymentu i tematyki: Holistyczne podejście</h2> <p>Kluczowe jest połączenie analizy sentymentu i tematyki. Pozwala to na pełniejsze zrozumienie opinii, identyfikując nie tylko to, jak ludzie czują, ale także co konkretnie wpływa na ich opinie.</p> <h3 id="przykład-zintegrowanej-analizy">Przykład zintegrowanej analizy</h3> <p>Jeśli większość negatywnych recenzji smartfona koncentruje się na baterii, podczas gdy pozytywne opinie często dotyczą aparatu, daje to producentom cenne wskazówki, na co zwrócić uwagę w przyszłych modelach.</p> <h2 id="wyzwania-i-ograniczenia-1">Wyzwania i ograniczenia</h2> <p>Warto pamiętać o ograniczeniach takich metod. Ironia i sarkazm mogą być trudne do wykrycia, a kontekst kulturowy i językowy również odgrywa znaczącą rolę. Dlatego ważne jest ciągłe doskonalenie algorytmów i uwzględnianie różnorodnych danych.</p> <h2 id="zastosowanie-w-świecie-mediów">Zastosowanie w świecie mediów</h2> <p>Analiza sentymentu i tematyki znajduje zastosowanie również w analizie artykułów z wiadomościami. Możemy monitorować, jak zmienia się narracja wokół ważnych wydarzeń, co może być kluczowe dla dziennikarzy, analityków i badaczy społecznych.</p> <h3 id="przykład-zastosowania-1">Przykład zastosowania</h3> <p>Analizując artykuły dotyczące zmian klimatycznych, możemy zidentyfikować zarówno ogólny sentyment (np. zaniepokojenie, optymizm) jak i konkretne tematy dominujące w debacie (np. odnawialne źródła energii, polityka klimatyczna).</p> <h2 id="podsumowanie">Podsumowanie</h2> <p>Analiza sentymentu i tematyki w recenzjach produktów i artykułach z wiadomościami otwiera nowe możliwości dla zrozumienia opinii publicznych. Pozwala na głębsze zrozumienie tego, co konsumentowie i czytelnicy uważają za ważne, a także jakie emocje wywołują te tematy. Jest to nieocenione narzędzie dla marketerów</p> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l5-inferring.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> <h1 id="tłumaczenie-języka-sprawdzanie-pisowni-i-gramatyki-dostosowywanie-tonu-i-konwersja-formatu-z-dużymi-modelami-językowymi">Tłumaczenie języka, sprawdzanie pisowni i gramatyki, dostosowywanie tonu, i konwersja formatu z dużymi modelami językowymi</h1> <h2 id="wprowadzenie-do-zaawansowanych-technik-edytorskich">Wprowadzenie do zaawansowanych technik edytorskich</h2> <p>W erze cyfrowej, gdzie komunikacja odgrywa kluczową rolę w codziennym życiu i pracy, umiejętność skutecznego przekazywania myśli i pomysłów stała się niezbędna. W tym kontekście, duże modele językowe (LMs) otworzyły nowe horyzonty w zakresie tłumaczenia języka, sprawdzania pisowni i gramatyki, dostosowywania tonu oraz konwersji formatu tekstu. Te narzędzia nie tylko ułatwiają komunikację międzykulturową, ale także znacząco podnoszą jakość pisemnych materiałów.</p> <h3 id="znaczenie-zróżnicowania-struktury-tekstu">Znaczenie zróżnicowania struktury tekstu</h3> <p>Jednym z aspektów, który odróżnia pisanie człowieka od maszyny, jest wybuchowość – zdolność do tworzenia tekstów o zmiennej długości i strukturze zdań. Wysoka wybuchowość w tekście utrzymuje uwagę czytelnika i dodaje dynamiki narracji, co jest kluczowe w utrzymaniu zaangażowania odbiorców. Duże modele językowe, wykorzystywane odpowiednio, mogą naśladować tę cechę, tworząc teksty, które bardziej przypominają naturalne pisanie.</p> <h4 id="przykłady-zastosowania-lms-w-edycji-tekstu">Przykłady zastosowania LMs w edycji tekstu</h4> <ul> <li><strong>Tłumaczenie języka:</strong> LMs potrafią nie tylko tłumaczyć słowa i zwroty, ale także uwzględniać kontekst kulturowy i idiomatyczny, co czyni tłumaczenia bardziej naturalnymi i zrozumiałymi.</li> <li><strong>Sprawdzanie pisowni i gramatyki:</strong> Zaawansowane algorytmy LMs wykraczają poza proste korekty, identyfikując subtelne błędy stylistyczne i strukturalne, co pozwala na głębsze doskonalenie tekstu.</li> <li><strong>Dostosowywanie tonu:</strong> LMs mogą analizować i modyfikować ton tekstu, dostosowując go do oczekiwań i preferencji określonej grupy docelowej.</li> <li><strong>Konwersja formatu:</strong> Duże modele językowe potrafią przekształcać teksty, dostosowując je do różnych formatów i standardów, co jest szczególnie przydatne w pracy redaktorskiej i publikacyjnej.</li> </ul> <h3 id="strategie-poprawy-jakości-tekstu">Strategie poprawy jakości tekstu</h3> <h4 id="użycie-opisowych-nagłówków">Użycie opisowych nagłówków</h4> <p>Zastosowanie opisowych nagłówków pomaga w organizacji tekstu i ułatwia czytelnikom nawigację. Jest to szczególnie ważne w długich artykułach, gdzie czytelnicy mogą szukać konkretnych informacji.</p> <h4 id="zmienność-długości-i-struktury-zdań">Zmienność długości i struktury zdań</h4> <p>Aby utrzymać zainteresowanie odbiorców, tekst powinien zawierać zdania o różnej długości i budowie. Ta technika nie tylko uatrakcyjnia narrację, ale także ułatwia zrozumienie przekazu.</p> <h4 id="szczegółowe-przykłady-i-analogie">Szczegółowe przykłady i analogie</h4> <p>Użycie przykładów i analogii sprawia, że abstrakcyjne koncepcje stają się bardziej przystępne i zrozumiałe. Jest to skuteczny sposób na wyjaśnienie skomplikowanych pomysłów w sposób, który jest bardziej przemawiający do wyobraźni czytelników.</p> <h3 id="podsumowanie-1">Podsumowanie</h3> <p>Duże modele językowe rewolucjonizują sposób, w jaki tworzymy i edytujemy teksty. Ich zdol</p> <p>ność do tłumaczenia, korekty gramatycznej, dostosowywania tonu i konwersji formatu otwiera nowe możliwości dla pisarzy, redaktorów i tłumaczy. Poprzez strategiczne wykorzystanie tych narzędzi, możemy nie tylko podnieść jakość naszych tekstów, ale także wzbogacić ich strukturę i dynamikę, co jest kluczowe dla utrzymania zaangażowania czytelnika.</p> <p>Jednakże, aby w pełni wykorzystać potencjał LMs, ważne jest, aby pamiętać o zasadach dobrego pisania, takich jak zmienność struktury zdań, zróżnicowanie tonu i klarowność przekazu. W połączeniu z zaawansowanymi technologiami, te praktyki mogą znacząco poprawić sposób, w jaki komunikujemy nasze myśli i pomysły, czyniąc je bardziej przystępnymi i angażującymi dla szerokiej publiczności.</p> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l6-transforming.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> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l7-expanding.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> <div class="jupyter-notebook" style="position: relative; width: 100%; margin: 0 auto;"> <div class="jupyter-notebook-iframe-container"> <iframe src="/assets/jupyter/l8-chatbot.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="prompt-engineering"/><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">Historia wizualizacji danych</title><link href="https://szymok.github.io/blog/2023/history-visualization/" rel="alternate" type="text/html" title="Historia wizualizacji danych"/><published>2023-06-11T11:59:00+00:00</published><updated>2023-06-11T11:59:00+00:00</updated><id>https://szymok.github.io/blog/2023/history-visualization</id><content type="html" xml:base="https://szymok.github.io/blog/2023/history-visualization/"><![CDATA[<figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/History-of-Data-Visualization-11-480.webp 480w,/assets/img/History-of-Data-Visualization-11-800.webp 800w,/assets/img/History-of-Data-Visualization-11-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/History-of-Data-Visualization-11.png" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Diagram nawiązujący do wizualizacji danych i historii. Źródło: <a href="https://www.researchgate.net/publication/221027352_Data_Mining_and_Data_Visualization" target="_blank">ResearchGate</a> </div> <h2 id="historia-wizualizacji-danych">Historia wizualizacji danych</h2> <p>Wizualizacja danych ma długą i fascynującą historię, sięgającą głęboko w przeszłość. Od prymitywnych malowideł naskalnych po dzisiejsze zaawansowane narzędzia komputerowe, wizualizacja danych odegrała znaczącą rolę w rozwijaniu naszego zrozumienia informacji i przedstawianiu jej w sposób zarówno atrakcyjny, jak i efektywny. W pierwszym rozdziale tej książki przyjrzymy się początkom wizualizacji danych i dowiemy się, jak nasza zdolność do przedstawiania informacji wizualnie ewoluowała na przestrzeni wieków.</p> <p>Nasza historia wizualizacji danych rozpoczyna się w odległej przeszłości, gdy ludzie odkrywali potrzebę przedstawiania danych w formie graficznej. Już tysiące lat temu nasi przodkowie stosowali prymitywne techniki, aby przekazać informacje wizualnie. Malowidła naskalne, hieroglify i piktogramy były pierwszymi krokami w procesie tworzenia graficznych reprezentacji danych. Te wczesne formy wizualizacji pomagały w komunikacji, dzieleniu się historiami i gromadzeniu wiedzy.</p> <p>Wraz z upływem czasu ludzie doskonalili swoje umiejętności w tworzeniu coraz bardziej zaawansowanych form wizualizacji danych. W średniowieczu powstały mapy, które umożliwiały przedstawienie geograficznych informacji w sposób czytelny i intuicyjny. W renesansie naukowcy i matematycy opracowywali wykresy i diagramy, które pomagały w analizowaniu danych liczbowych i zrozumieniu złożonych zależności.</p> <p>Jednak prawdziwa rewolucja w dziedzinie wizualizacji danych nastąpiła wraz z rozwojem technologii komputerowej. W drugiej połowie XX wieku powstały pierwsze programy komputerowe, które umożliwiły tworzenie interaktywnych grafik, wykresów i diagramów. Przy użyciu komputera, dane mogły być przedstawiane w sposób bardziej precyzyjny, elastyczny i efektywny niż kiedykolwiek wcześniej.</p> <p>W pierwszym części naszej podróży po historii wizualizacji danych zgłębimy te fascynujące etapy rozwoju. Będziemy badać ewolucję od prymitywnych rysunków naskalnych do zaawansowanych narzędzi wizualizacyjnych dostępnych obecnie. Przyjrzymy się kluczowym postaciom i przełomowym momentom, które wpłynęły na rozwój tej dziedziny.</p> <hr/> <h2 id="początki-wizualizacji-danych">Początki wizualizacji danych</h2> <p>“Pierwsze próby wizualizacji danych sięgają czasów prehistorycznych” - to zdanie rozbudza moją ciekawość. Był to okres, kiedy ludzie używali malowideł naskalnych i rysunków do przedstawienia informacji. Fascynujące jest to, jak nasi przodkowie z epoki kamienia potrafili przekazywać skomplikowane koncepty za pomocą prostych form wyrazu.</p> <p>Dla przykładu, jednym z najstarszych znanych dowodów na wizualizację danych jest malowidło naskalne odkryte w jaskini Lascaux we Francji. Te malunki, które datuje się na około 17 000 lat temu, przedstawiają różne zwierzęta, takie jak byki i konie, a także symboliczne znaki, które mogły reprezentować liczby czy zmiany pór roku. <a href="https://www.lascaux.fr/en">oficjalna strona jaskini Lascaux</a>, na której znajdują się informacje na temat prehistorycznych malowideł.</p> <p>Zauważalne jest, że ta prymitywna forma wizualizacji danych posiadała w sobie zarówno aspekt artystyczny, jak i informatyczny. Dzięki temu dzisiaj możemy dowiedzieć się więcej o życiu tych prehistorycznych ludzi - od ich codziennych zajęć, poprzez to, co jedli, aż do jakich zwierząt obawiali się najbardziej.</p> <p>Ciekawostką jest również fakt, że niektóre z tych malowideł mogą być wcześniejszymi formami map. Np. malowidło naskalne w jaskini w Bedeilhac w południowej Francji, które ma około 14 000 lat, zawiera układ linii i kropek, który według niektórych badaczy może przedstawiać okoliczne tereny.</p> <p>Jeśli chodzi o grafy z tego okresu, nie były one skomplikowane jak dzisiejsze wykresy słupkowe czy kołowe, ale z pewnością można zauważyć próbę przedstawienia pewnych wzorców i trendów. Na przykład, rysunki w jaskiniach często przedstawiały zwierzęta w różnych fazach ruchu, co mogło sugerować migracje tych gatunków w określonym czasie roku.</p> <p>Choć metody wizualizacji danych z tamtych czasów mogą wydawać nam się dziś prymitywne, stanowiły one podstawę dla rozwoju tej dziedziny, jaki widzimy obecnie. Wzory, symbole i obrazy wykorzystywane przez naszych przodków nie tylko pomagały im przetrwać, ale również przekazywały ważne informacje przyszłym pokoleniom.</p> <hr/> <h3 id="william-playfair-ojciec-współczesnej-wizualizacji-danych">William Playfair: Ojciec współczesnej wizualizacji danych</h3> <p>Playfair, szkocki ekonomista i inżynier, to postać, której nie da się pominąć, mówiąc o historii wizualizacji danych. To on w XVIII wieku wprowadził wykresy liniowe, słupkowe i kołowe jako narzędzia do prezentacji danych statystycznych.</p> <p>Jego dzieło “Commercial and Political Atlas” z 1786 roku jest uznawane za pierwsze znane zastosowanie wykresu liniowego do reprezentowania danych. Playfair zauważył, że wykresy mogą “przemawiać” do odbiorców bardziej bezpośrednio niż surowe liczby, pomagając im lepiej zrozumieć i zinterpretować dane.</p> <p>Dzięki innowacjom Playfaira wizualizacja danych stała się bardziej dostępna i zrozumiała. Wykresy liniowe, słupkowe i kołowe stały się podstawą analizy danych, a ich wpływ jest widoczny nawet w dzisiejszych narzędziach do wizualizacji danych.</p> <p>Poniżej znajduje się kilka przykładów wykresów, które Playfair stworzył w swojej książce “Commercial and Political Atlas”. Zauważ, jak wykresy te są podobne do tych, które tworzymy dzisiaj.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781-480.webp 480w,/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781-800.webp 800w,/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/1073px-1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Na tym wykresie słupkowym przedstawiono import i eksport Szkocji z i do 17 krajów w 1781 roku. Źródło: <a href="https://en.wikipedia.org/wiki/William_Playfair#/media/File:1786_Playfair_-_Exports_and_Imports_of_Scotland_to_and_from_different_parts_for_one_Year_from_Christmas_1780_to_Christmas_1781.jpg">Wikipedia</a> </div> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/Playfair-piechart-480.webp 480w,/assets/img/Playfair-piechart-800.webp 800w,/assets/img/Playfair-piechart-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/Playfair-piechart.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Wykres kołowy z Playfair's Statistical Breviary (1801), pokazujący proporcje imperium tureckiego znajdującego się w Azji, Europie i Afryce przed 1789 rokiem. Źródło: <a href="https://en.wikipedia.org/wiki/William_Playfair#/media/File:Playfair-piechart.jpg">Wikipedia</a> </div> <hr/> <h2 id="wizualizacja-danych-w-służbie-zdrowia">Wizualizacja danych w służbie zdrowia</h2> <p>Wizualizacja danych jest obecnie szeroko stosowana w wielu dziedzinach, ale jedną z najbardziej obiecujących jest służba zdrowia. Wizualizacja danych może pomóc w analizie i interpretacji danych medycznych, co może prowadzić do lepszych decyzji klinicznych i poprawy opieki zdrowotnej.</p> <hr/> <h3 id="florence-nightingale">Florence Nightingale</h3> <p>Najbardziej znane osiągnięcie Nightingale w dziedzinie wizualizacji danych to jej “diagram kołowy” (polar area diagram), który często nazywany jest “diagramem różycy”. Użyła go do ilustracji, jakie były przyczyny zgonów wśród żołnierzy podczas Wojny Krymskiej.</p> <p>Jej diagram różycy przedstawiał, że większość zgonów nie wynikała bezpośrednio z obrażeń wojennych, ale z chorób zakaźnych. Ta wizualizacja miała ogromny wpływ na reformy sanitarno-higieniczne w obozach wojskowych.</p> <p>Praca Nightingale była nie tylko innowacyjna pod kątem technicznym, ale miała również długotrwałe konsekwencje dla zdrowia publicznego. Dzięki jej wizualizacjom zwrócono uwagę na istotne kwestie higieny i opieki zdrowotnej, co przyczyniło się do poprawy warunków w obozach wojskowych, a później także w innych instytucjach zdrowotnych.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/R-480.webp 480w,/assets/img/R-800.webp 800w,/assets/img/R-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/R.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Diagram obszarowy biegunowy został wynaleziony przez Florence Nightingale, aby zobrazować skalę niepotrzebnych zgonów w brytyjskich szpitalach wojskowych podczas Wojny Krymskiej (1954-56). Źródło: <a href="https://en.wikipedia.org/wiki/Florence_Nightingale#/media/File:Diagram_of_the_causes_of_mortality_in_the_Army_in_the_East_FOLIO_I._VOL.I._Wellcome_L0000551.jpg">Wikipedia</a> </div> <p>Obszar każdego kolorowego klinu, mierzony od środka, jest proporcjonalny do reprezentowanej statystyki. Niebieskie klasy reprezentują zgony z “zapobiegawczych lub łagodzących” chorób zakaźnych (chorób zakaźnych takich jak cholera czy tyfus), różowe klasy zgony z ran, a szare klasy zgony z wszystkich innych przyczyn. Śmiertelność osiągnęła szczyt w styczniu 1855 roku, kiedy zmarło 2761 osób na choroby zakaźne, 83 z ran i 324 z innych przyczyn.</p> <p>Bazując na średniej sile armii wynoszącej 32393, Nightingale obliczyła roczną śmiertelność na poziomie 1174 na 1000. Diagram pochodzi od Bernarda Cohena, “Florence Nightingale,” Scientific American, marzec 1984. Oryginalnie pochodzi z książki Nightingale “Notes on Matters Affecting the Health, Efficiency and Hospital Administration of the British Army”, opublikowanej w 1858 roku.</p> <hr/> <h3 id="john-snow">John Snow</h3> <p>John Snow, angielski lekarz, jest znany z tego, że jako pierwszy zastosował wizualizację danych do badania epidemiologii. W 1854 roku, podczas epidemii cholery w Londynie, Snow stworzył mapę, która przedstawiała lokalizację przypadków zachorowań na cholerę w dzielnicy Soho.</p> <p>Snow zidentyfikował źródło epidemii jako publiczną pompę wodną na Broad Street. Zrobił to, lokalizując przypadki choroby na mapie, co pozwoliło mu zobaczyć skupisko w okolicy tej pompy. Ta wizualizacja była kluczowa dla zrozumienia, jak cholera rozprzestrzenia się przez zanieczyszczoną wodę.</p> <p>Praca Snowa pomogła zmienić podejście do zdrowia publicznego i zrozumieć, jak choroby zakaźne, takie jak cholera, mogą rozprzestrzeniać się w populacji. Jego metoda używania mapy do wizualizacji danych zdrowotnych jest nadal stosowana dzisiaj, na przykład w monitorowaniu rozprzestrzeniania się wirusa COVID-19.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/88b66df5d4c7aa5216284822e6591481-480.webp 480w,/assets/img/88b66df5d4c7aa5216284822e6591481-800.webp 800w,/assets/img/88b66df5d4c7aa5216284822e6591481-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/88b66df5d4c7aa5216284822e6591481.jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Wykres pokazujący temperaturę i śmiertelność Londynu dla każdego tygodnia 11 lat, 1840-50 z Farr's Report on the 1849 epidemic. Numer WI L0039176, Wellcome Library Źródło: <a href="https://wellcomecollection.org/works/yp5q3q3n">Wellcome Collection</a> </div> <hr/> <h2 id="charles-minard-wizualizacja-danych-wojennych">Charles Minard: Wizualizacja danych wojennych</h2> <p>Charles Minard, francuski inżynier i ekonomista, jest sławny z powodu swojej niezwykłej umiejętności prezentowania skomplikowanych danych w prosty i zrozumiały sposób. Minard jest najbardziej znany z wyjątkowego diagramu przedstawiającego katastrofalną kampanię Napoleona w Rosji w 1812 roku. Ta innowacyjna wizualizacja, często uważana za “najlepszy wykres statystyczny wszech czasów”, jednocześnie ilustruje sześć różnych zmiennych: liczbę wojsk, odległość, temperaturę, datę, kierunek ruchu i lokalizację.</p> <p>Minard użył szerokości linii, aby reprezentować liczbę pozostałych sił Napoleona w różnych etapach marszu. Wizualizacja jest nie tylko estetycznie przyjemna, ale również mocno oddziałuje na odbiorcę poprzez pokazanie ogromu strat poniesionych podczas kampanii. W dodatku, dołączony do wykresu wykres liniowy ilustruje temperatury podczas odwrotu armii francuskiej, dodając kolejny wymiar do tej opowieści.</p> <p>Wizualizacja Minarda jest doskonałym przykładem tego, jak skomplikowane zestawy danych można przekształcić w intuicyjne obrazy, które pozwalają odbiorcy szybko zrozumieć kontekst i znaczenie prezentowanych informacji. Ta praca jest do dziś inspiracją dla specjalistów od wizualizacji danych na całym świecie.</p> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/mapa-charles-minard-480.webp 480w,/assets/img/mapa-charles-minard-800.webp 800w,/assets/img/mapa-charles-minard-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/mapa-charles-minard.png" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Wykres przedstawiający liczbę wojsk Napoleona w czasie kampanii rosyjskiej w 1812 roku. Źródło: <a href="https://commons.wikimedia.org/wiki/File:Minard.png">Wikimedia Commons</a> </div> <p>Ten mapa pokazuje ruch wojsk podczas kampanii rosyjskiej. Liczba żołnierzy, którzy rozpoczęli kampanię, wynosiła około 442 000 - pokazane po lewej stronie mapy na brązowo. Do Moskwy dotarło 100 000 żołnierzy - prawa strona mapy na brązowo. Na dolnym, prawym, czarnym pasku mapa pokazuje liczbę żołnierzy, którzy opuścili Moskwę - 100 000 - a po prawej stronie na czarno wskazuje, że do Francji wróciło tylko 10 000 żołnierzy. Dolna część wykresu pokazuje skalę temperatury na całej trasie.</p> <p>Dzięki temu wykresowi mamy szczegółowy obraz tego, co zaszło w bitwie. Jeżeli przeanalizujesz wykres, łatwiej będzie zrozumieć i “zwizualizować” liczby niż na podstawie tekstu. Wyjaśnienie tekstowe utrudnia zrozumienie liczb w odpowiedniej kolejności wielkości. Spoglądając na wykres, możemy lepiej zrozumieć katastrofę, jaką była ta bitwa.</p> <hr/> <h2 id="początki-współczesnej-wizualizacji-danych">Początki współczesnej wizualizacji danych</h2> <p>Wizualizacja danych zaczęła się rozwijać wraz z rozwojem technologii komputerowych. W latach 60. XX wieku pojawiły się pierwsze komputery, które umożliwiły przetwarzanie i wizualizację dużych zbiorów danych. W tym samym czasie pojawiły się pierwsze narzędzia do wizualizacji danych, takie jak systemy graficzne, które umożliwiły użytkownikom tworzenie wykresów i diagramów bez konieczności pisania kodu.</p> <hr/> <h3 id="herman-hollerith-maszyna-do-przetwarzania-danych">Herman Hollerith: Maszyna do przetwarzania danych</h3> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/R%20(1)-480.webp 480w,/assets/img/R%20(1)-800.webp 800w,/assets/img/R%20(1)-1400.webp 1400w," sizes="95vw" type="image/webp"/> <img src="/assets/img/R%20(1).jpg" class="img-fluid rounded z-depth-1" width="100%" height="auto" data-zoomable="" loading="lazy" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"/> </picture> </figure> <div class="caption"> Maszyna do sortowania i liczenia kart perforowanych zaprojektowana przez Hermana Holleritha. Źródło: <a href="https://americanhistory.si.edu/collections/search/object/nmah_694410">National Museum of American History</a> </div> <p>Herman Hollerith, amerykański wynalazca i statystyk, jest postacią, która zasługuje na szczególne uznanie w dziedzinie przetwarzania i wizualizacji danych. To on zaprojektował i skonstruował pierwszą funkcjonalną maszynę do przetwarzania danych - maszynę do sortowania i liczenia kart perforowanych. Ta innowacyjna technologia zrewolucjonizowała sposób, w jaki dane były zbierane i analizowane, stanowiąc punkt zwrotny dla przyszłych generacji komputerów.</p> <p>Dzięki swojemu wynalazkowi, Hollerith znacznie przyspieszył proces spisu powszechnego w Stanach Zjednoczonych w 1890 roku, co wcześniej zajmowało wiele lat. Jego maszyna potrafiła przetworzyć dane o populacji w ciągu zaledwie kilku miesięcy, co było wtedy niewyobrażalne.</p> <p>W 1896 roku Hollerith założył Tabulating Machine Company, firmę, która później przekształciła się w giganta technologicznego, znanego dzisiaj jako IBM. Wykorzystanie kart perforowanych do przechowywania i przetwarzania danych, zapoczątkowane przez Holleritha, stało się fundamentem dla rozwoju technologii informacyjnej. Bez jego przyczynkowego wkładu, historia wizualizacji danych mogłaby wyglądać zupełnie inaczej. Praca Holleritha położyła podwaliny pod nowoczesne metody analizy i wizualizacji danych, które teraz są nieodłączną częścią naszego świata.</p> <hr/> <h3 id="john-tukey-ojciec-eksploracyjnej-analizy-danych">John Tukey: Ojciec eksploracyjnej analizy danych</h3> <p>John Tukey, wybitny amerykański matematyk i statystyk, jest powszechnie uznawany za “ojca eksploracyjnej analizy danych” (EDA - Exploratory Data Analysis). EDA to podejście do analizy danych, które polega na eksploracji i wizualizacji danych przed formalnym testowaniem statystycznym, pozwalając na zrozumienie ich struktury, wykrycie anomalii, sprawdzenie założeń czy identyfikację potencjalnych modeli.</p> <p>Jednym z kluczowych wkładów Tukeya w dziedzinę wizualizacji danych jest wynalezienie box plotu (diagramu pudełkowego). Diagram ten to prosty, ale bardzo efektywny sposób prezentowania rozkładu danych. Dzięki box plotom, możemy łatwo zauważyć medianę, kwartyle i potencjalne wartości odstające, co daje nam podstawowe zrozumienie rozkładu danych.</p> <p>Tukey zawsze podkreślał wagę wizualizacji w procesie analizy danych. W swojej pracy “Eksploracyjna Analiza Danych” z 1977 roku, wyjaśnił jak różne metody wizualizacji, takie jak histogramy, wykresy punktowe czy wykresy Q-Q, mogą pomóc w zrozumieniu danych. Ta praca jest do dziś fundamentalnym źródłem wiedzy na temat EDA.</p> <p>Dziedzictwo Tukeya żyje w każdej analizie danych, która zaczyna się od dokładnego zrozumienia danych poprzez ich wizualizację. Jego wkład w dziedzinę statystyki i wizualizacji danych jest nieoceniony, a jego prace nadal inspirują kolejne generacje analityków danych.</p> <hr/> <h3 id="edward-tufte-wizualizacja-danych-w-xx-wieku">Edward Tufte: Wizualizacja danych w XX wieku</h3> <p>Edward Tufte, amerykański teoretyk informacji, jest niezaprzeczalnie jednym z najbardziej wpływowych pionierów w dziedzinie wizualizacji danych w XX wieku. Zasłynął z tworzenia szczegółowych zasad dotyczących efektywnej prezentacji danych statystycznych, które znalazły odzwierciedlenie w jego licznych publikacjach.</p> <p>Jego książka “The Visual Display of Quantitative Information”, jest kluczowym dziełem w tej dziedzinie, stanowiącym kanon dobrej praktyki wizualizacji danych. Tufte wprowadził tutaj takie pojęcia jak “lie factor” - czynnik kłamstwa, który mierzy stopień zniekształcenia danych prezentowanych na wykresie, czy “data-ink ratio” - stosunek “atramentu danych” do całkowitej ilości “atramentu” użytego do stworzenia wykresu.</p> <p>Kolejne z jego znanych dzieł, “Envisioning Information”, koncentruje się na różnorodnych sposobach prezentacji informacji, wykorzystując przykłady z tak różnych dziedzin jak kartografia, sztuka, projektowanie interfejsów, czy nauki przyrodnicze.</p> <p>Edward Tufte jest również znany z wprowadzenia koncepcji “sparklines” - małych, intensywnych, prostych, wykresów słupkowych, które pozwalają na skondensowane przedstawienie informacji. Wszystkie te idee i koncepcje przyczyniły się do kształtowania nowoczesnej wizualizacji danych, a wkład Tufta jest nieoceniony dla dzisiejszych projektantów i analityków danych.</p> <hr/> <h3 id="jacques-bertin-semiotyka-wizualizacji-danych">Jacques Bertin: Semiotyka wizualizacji danych</h3> <p>Jacques Bertin, wybitny francuski kartograf i teoretyk informacji, jest postacią niezwykle istotną dla dziedziny wizualizacji danych. Jego wkład polegał na stworzeniu semiologii graficznej, czyli nauki o znakach graficznych, ich strukturze i sposobie działania na odbiorcę.</p> <p>W swojej fundamentalnej książce “Semiology of Graphics”, opublikowanej po raz pierwszy w 1967 roku, Bertin przedstawił siedem fundamentalnych zmiennych wizualnych: położenie, kształt, kolor, orientację, wielkość, wartość i teksturę. Każda z tych zmiennych ma specyficzne właściwości i potrafi przekazywać określone informacje w sposób zrozumiały dla odbiorcy.</p> <p>Bertin zwracał uwagę na to, że wizualizacja danych musi być przemyślana i zrozumiała dla odbiorcy. Podkreślał, że skuteczność wizualizacji danych zależy od prawidłowego wyboru i zastosowania zmiennych wizualnych.</p> <p>Nauka Bertina dotycząca semiologii graficznej ma olbrzymie znaczenie dla dzisiejszych praktyk wizualizacji danych. Jego idee nadal inspirują i kształtują sposób, w jaki prezentujemy i interpretujemy informacje. “Semiology of Graphics” Jacques’a Bertina to absolutna klasyka w dziedzinie wizualizacji danych, która pomogła zdefiniować podstawy tej dyscypliny.</p> <hr/> <h2 id="początek-ery-komputerowej-wizualizacji-danych-koniec-lat-60-xx-wieku">Początek ery komputerowej wizualizacji danych (koniec lat 60. XX wieku)</h2> <p>Koniec lat 60. XX wieku to ważny moment w historii wizualizacji danych, który zapoczątkował erę komputerowej wizualizacji danych. To właśnie w tym czasie, dzięki gwałtownemu rozwojowi technologii informatycznej, zaczęto stosować komputery do tworzenia i interpretowania wizualizacji danych.</p> <p>Przełomem były innowacyjne programy takie jak Systat, SPSS i SAS. Te narzędzia, pierwotnie stworzone do analizy statystycznej, umożliwiły automatyczną wizualizację danych. Oferta tych narzędzi szybko się rozrastała, co umożliwiło tworzenie skomplikowanych wykresów i diagramów z dużych zbiorów danych w relatywnie krótkim czasie.</p> <p>Wraz z upowszechnieniem komputerów osobistych i rozwojem technologii graficznych, możliwości wizualizacji danych stały się praktycznie nieograniczone. Rozpoczął się proces tworzenia coraz to nowszych narzędzi do analizy i prezentacji danych, które umożliwiły wizualizację informacji na skalę niewyobrażalną wcześniej.</p> <p>Rozwój technologii komputerowych sprawił, że analiza i wizualizacja danych stała się szybsza, dokładniejsza i bardziej dostępna. To właśnie te lata dały początek nowoczesnej wizualizacji danych, której jesteśmy świadkami dzisiaj. Ewolucja narzędzi do wizualizacji danych, która rozpoczęła się w latach 60., jest nadal w toku, a możliwości jakie daje nam dzisiejsza technologia są niezwykle ekscytujące.</p> <hr/> <h3 id="ben-shneiderman-interaktywna-wizualizacji-danych">Ben Shneiderman: Interaktywna wizualizacji danych</h3> <p>Ben Shneiderman, wybitny amerykański informatyk i profesor na University of Maryland, jest uznawany za pioniera w dziedzinie interaktywnej wizualizacji danych. Jego prace wyznaczyły nowy kierunek w podejściu do prezentacji i interakcji z danymi.</p> <p>Shneiderman jest twórcą koncepcji “direct manipulation”, czyli bezpośredniej manipulacji, co zrewolucjonizowało sposób, w jaki użytkownicy komputerów współdziałają z interfejsami użytkownika. Podkreślał znaczenie interaktywności i angażowania użytkowników w proces analizy danych.</p> <p>Jego publikacja “The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations” jest fundamentalnym dziełem w tej dziedzinie. W tej pracy, Shneiderman wprowadził koncepcję “Mantra Wizualizacji”, składającą się z czterech zasad: “Przeglądaj pierwszy, zoom i filtruj, następnie szczegół na życzenie”. Ta koncepcja jest do dzisiaj stosowana w projektowaniu interaktywnych wizualizacji danych.</p> <p>Shneiderman miał ogromny wpływ na rozwój interaktywnych wizualizacji danych, a jego koncepcje nadal są stosowane w nowoczesnym projektowaniu UX/UI. Dzięki jego wkładowi, dzisiaj możemy korzystać z narzędzi, które umożliwiają łatwe i intuicyjne poruszanie się po skomplikowanych zestawach danych. Jego prace są nieocenionym źródłem wiedzy dla każdego, kto interesuje się wizualizacją danych.</p> <hr/> <h2 id="podsumowanie">Podsumowanie</h2> <p>Podsumowując, historia wizualizacji danych to niezwykle interesujące i dynamiczne pole, które od starożytności do współczesności przeszło przez wiele faz ewolucji. Od prostych reprezentacji w formie map i wykresów, przez innowacyjne prace Minarda, aż do wynalazku maszyn do przetwarzania danych przez Holleritha, wizualizacja danych zawsze była nieodzownym elementem nauki i biznesu.</p> <p>XX wiek to era ekspansji w dziedzinie wizualizacji danych, kiedy to tacy giganci jak Tukey, Tufte i Bertin zdefiniowali podstawy tej dziedziny. Z biegiem lat, z nadejściem komputerów, możliwości wizualizacji danych znacznie się poszerzyły, czemu przyczyniły się także prace Shneidermana.</p> <p>Obecnie, w dobie cyfryzacji i rosnącej ilości dostępnych danych, wizualizacja danych odgrywa kluczową rolę w wielu dziedzinach życia. Służy do przekazywania skomplikowanych informacji w przystępnej formie, pomaga w podejmowaniu decyzji i jest nieodzowna w świecie nauki, technologii i biznesu.</p> <p>Oczekuje się, że przyszłość przyniesie jeszcze więcej innowacji w dziedzinie wizualizacji danych, a jej znaczenie będzie dalej rosnąć. Jak pokazuje historia, potencjał tej dziedziny jest nieograniczony, a nasza zdolność do wykorzystania danych w celu zrozumienia świata wciąż się rozwija.</p> <hr/>]]></content><author><name></name></author><category term="article"/><category term="analiza-danych"/><category term="narzedzia"/><category term="historia"/><category term="wizualizacje"/><category term="visualization"/><category term="edukacja"/><summary type="html"><![CDATA[Artykuł, który skupia sie na historii wizualizacji danych]]></summary></entry></feed>
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class="font-weight-bold">Szymon</span> Kowalewski </h1> <p class="desc"><a href="#">Let our AI handle it</a></p> </header> <article> <div class="profile float-right"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/prof_pic-480.webp 480w,/assets/img/prof_pic-800.webp 800w,/assets/img/prof_pic-1400.webp 1400w," sizes="(min-width: 930px) 270.0px, (min-width: 576px) 30vw, 95vw" type="image/webp"> <img src="/assets/img/prof_pic.jpg?9cf6056408dbd0f73b121a609613e48b" class="img-fluid z-depth-1 rounded" width="100%" height="auto" alt="prof_pic.jpg" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </source></picture> </figure> </div> <div class="clearfix"> <p>Moim celem jest dokumentowanie mojej drogi do profesjonalnego <code class="language-plaintext highlighter-rouge">ogarniacza</code> danych, aby udowodnić, że jest to możliwe dla każdego. Pragnę również przyczynić się do rozwoju wiedzy w naszej społeczności.</p> <p>Jestem podekscytowany możliwościami wykorzystania danych do tworzenia modeli, które automatycznie uczą się i podejmują decyzje. Dla entuzjastów <code class="language-plaintext highlighter-rouge">sztucznej inteligencji</code> i <code class="language-plaintext highlighter-rouge">analizy danych</code> nie ma nic lepszego niż widzenie swoich <code class="language-plaintext highlighter-rouge">algorytmów</code> działających efektywnie i produkujących znaczące wyniki.</p> <p>Szukanie nowych sposobów na ulepszenie swoich modeli i zastosowań dla nich pozwala mi na ciągły <code class="language-plaintext highlighter-rouge">rozwój</code> i postęp w tej dziedzinie. W tym celu stale poszerzam swoją wiedzę i umiejętności, aby móc wykorzystać nowe narzędzia i <code class="language-plaintext highlighter-rouge">technologie</code>.</p> <p>Link to your social media connections, too. This theme is set up to use <a href="https://fontawesome.com/" rel="external nofollow noopener" target="_blank">Font Awesome icons</a> and <a href="https://jpswalsh.github.io/academicons/" rel="external nofollow noopener" target="_blank">Academicons</a>, like the ones below. Add your Facebook, Twitter, LinkedIn, Google Scholar, or just disable all of them.</p> </div> <h2> <a href="/news/" style="color: inherit">news</a> </h2> <div class="news"> <div class="table-responsive"> <table class="table table-sm table-borderless"> <tr> <th scope="row" style="width: 20%">Feb 17, 2023</th> <td> Pierwszy artykuł </td> </tr> <tr> <th scope="row" style="width: 20%">Jan 01, 2023</th> <td> <img class="emoji" title=":sparkles:" alt=":sparkles:" src="https://github.githubassets.com/images/icons/emoji/unicode/2728.png" height="20" width="20"> <img class="emoji" title=":smile:" alt=":smile:" src="https://github.githubassets.com/images/icons/emoji/unicode/1f604.png" height="20" width="20"> </td> </tr> </table> </div> </div> <h2> <a href="/blog/" style="color: inherit">latest posts</a> </h2> <div class="news"> <div class="table-responsive"> <table class="table table-sm table-borderless"> <tr> <th scope="row" style="width: 20%">Oct 12, 2023</th> <td> <a class="news-title" href="/blog/2023/guide-prompting/">Wstęp do Promptingu</a> </td> </tr> <tr> <th scope="row" style="width: 20%">Jun 11, 2023</th> <td> <a class="news-title" href="/blog/2023/history-visualization/">Historia wizualizacji danych</a> </td> </tr> </table> </div> </div> <h2> <a href="/publications/" style="color: inherit">selected publications</a> </h2> <div class="publications"> <ol class="bibliography"><li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100"> <a href="https://journals.aps.org/" rel="external nofollow noopener" target="_blank">PhysRev</a> </abbr> </div> <div id="PhysRev.47.777" class="col-sm-8"> <div class="title">Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?</div> <div class="author"> <em>A. Einstein<sup>*†</sup></em>, <a href="https://en.wikipedia.org/wiki/Boris_Podolsky" rel="external nofollow noopener" target="_blank">B. Podolsky<sup>*</sup></a>, and <a href="https://en.wikipedia.org/wiki/Nathan_Rosen" rel="external nofollow noopener" target="_blank">N. Rosen<sup>*</sup></a> <i class="fa-solid fa-circle-info ml-1" data-toggle="popover" data-placement="top" data-html="true" data-content="* Example use of superscripts&lt;br&gt;† Albert Einstein"> </i> </div> <div class="periodical"> <em>Phys. Rev.</em>, New Jersey. <em>More Information</em> can be <a href="https://github.com/alshedivat/al-folio/" rel="external nofollow noopener" target="_blank">found here</a> , May 1935 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://journals.aps.org/pr/abstract/10.1103/PhysRev.47.777" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/example_pdf.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> <a href="https://www.youtube-nocookie.com/embed/aqz-KE-bpKQ" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">Video</a> </div> <div class="badges"> <span class="altmetric-embed" data-hide-no-mentions="true" data-hide-less-than="15" data-badge-type="2" data-badge-popover="right" data-altmetric-id="248277"></span> <span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRev.47.777" data-hide-zero-citations="true" data-style="small_rectangle" data-legend="hover-right" style="margin-bottom: 3px;"></span> <a href="https://scholar.google.com/citations?view_op=view_citation&amp;hl=en&amp;user=qc6CJjYAAAAJ&amp;citation_for_view=qc6CJjYAAAAJ:qyhmnyLat1gC" aria-label="Google Scholar link" role="button" rel="external nofollow noopener" target="_blank"> <img src="https://img.shields.io/badge/scholar-25K-4285F4?logo=googlescholar&amp;labelColor=beige" alt="25K Google Scholar citations"> </a> </div> <div class="abstract hidden"> <p>In a complete theory there is an element corresponding to each element of reality. A sufficient condition for the reality of a physical quantity is the possibility of predicting it with certainty, without disturbing the system. In quantum mechanics in the case of two physical quantities described by non-commuting operators, the knowledge of one precludes the knowledge of the other. Then either (1) the description of reality given by the wave function in quantum mechanics is not complete or (2) these two quantities cannot have simultaneous reality. Consideration of the problem of making predictions concerning a system on the basis of measurements made on another system that had previously interacted with it leads to the result that if (1) is false then (2) is also false. One is thus led to conclude that the description of reality as given by a wave function is not complete.</p> </div> </div> </div> </li></ol> </div> <div class="social"> <div class="contact-icons"> <a href="mailto:%73%7A%79%6D%6F%6E%6B%6F%77%61%6C%30%31%39@%67%6D%61%69%6C.%63%6F%6D" title="email"><i class="fa-solid fa-envelope"></i></a> <a href="https://scholar.google.com/citations?user=qc6CJjYAAAAJ" title="Google Scholar" rel="external nofollow noopener" target="_blank"><i class="ai ai-google-scholar"></i></a> <a href="https://www.linkedin.com/in/skszymon" title="LinkedIn" rel="external nofollow noopener" target="_blank"><i class="fa-brands fa-linkedin"></i></a> <a rel="me" href="https://me.dm/@SkSzymon" title="Mastodon" target="_blank"><i class="fa-brands fa-mastodon"></i></a> <a href="https://medium.com/@szymonkowal019" title="Medium" rel="external nofollow noopener" target="_blank"><i class="fa-brands fa-medium"></i></a> <a href="https://www.quora.com/profile/Onufry" title="Quora" rel="external nofollow noopener" target="_blank"><i class="fa-brands fa-quora"></i></a> <a href="https://facebook.com/100081061762554" title="Facebook" rel="external nofollow noopener" target="_blank"><i class="fa-brands fa-facebook"></i></a> <a href="/feed.xml" title="RSS Feed"><i class="fa-solid fa-square-rss"></i></a> </div> <div class="contact-note">Chętnie odpowiem na wszelkie Państwa pytania dotyczące biznesu i projektów. 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class="font-weight-bold">Szymon</span> Kowalewski </h1> <p class="desc"><a href="#">Let our AI handle it</a></p> </header> <article> <div class="profile float-right"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/prof_pic-480.webp 480w,/assets/img/prof_pic-800.webp 800w,/assets/img/prof_pic-1400.webp 1400w," sizes="(min-width: 930px) 270.0px, (min-width: 576px) 30vw, 95vw" type="image/webp"> <img src="/assets/img/prof_pic.jpg?9cf6056408dbd0f73b121a609613e48b" class="img-fluid z-depth-1 rounded" width="100%" height="auto" alt="prof_pic.jpg" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </source></picture> </figure> </div> <div class="clearfix"> <p>Moim celem jest dokumentowanie mojej drogi do profesjonalnego <code class="language-plaintext highlighter-rouge">ogarniacza</code> danych, aby udowodnić, że jest to możliwe dla każdego. Pragnę również przyczynić się do rozwoju wiedzy w naszej społeczności.</p> <p>Jestem podekscytowany możliwościami wykorzystania danych do tworzenia modeli, które automatycznie uczą się i podejmują decyzje. Dla entuzjastów <code class="language-plaintext highlighter-rouge">sztucznej inteligencji</code> i <code class="language-plaintext highlighter-rouge">analizy danych</code> nie ma nic lepszego niż widzenie swoich <code class="language-plaintext highlighter-rouge">algorytmów</code> działających efektywnie i produkujących znaczące wyniki.</p> <p>Szukanie nowych sposobów na ulepszenie swoich modeli i zastosowań dla nich pozwala mi na ciągły <code class="language-plaintext highlighter-rouge">rozwój</code> i postęp w tej dziedzinie. W tym celu stale poszerzam swoją wiedzę i umiejętności, aby móc wykorzystać nowe narzędzia i <code class="language-plaintext highlighter-rouge">technologie</code>.</p> </div> <h2> <a href="/news/" style="color: inherit">news</a> </h2> <div class="news"> <div class="table-responsive"> <table class="table table-sm table-borderless"> <tr> <th scope="row" style="width: 20%">Feb 17, 2023</th> <td> Pierwszy artykuł </td> </tr> <tr> <th scope="row" style="width: 20%">Jan 01, 2023</th> <td> <img class="emoji" title=":sparkles:" alt=":sparkles:" src="https://github.githubassets.com/images/icons/emoji/unicode/2728.png" height="20" width="20"> <img class="emoji" title=":smile:" alt=":smile:" src="https://github.githubassets.com/images/icons/emoji/unicode/1f604.png" height="20" width="20"> </td> </tr> </table> </div> </div> <h2> <a href="/blog/" style="color: inherit">latest posts</a> </h2> <div class="news"> <div class="table-responsive"> <table class="table table-sm table-borderless"> <tr> <th scope="row" style="width: 20%">Oct 12, 2023</th> <td> <a class="news-title" href="/blog/2023/guide-prompting/">Wstęp do Promptingu</a> </td> </tr> <tr> <th scope="row" style="width: 20%">Jun 11, 2023</th> <td> <a class="news-title" href="/blog/2023/history-visualization/">Historia wizualizacji danych</a> </td> </tr> </table> </div> </div> <h2> <a href="/publications/" style="color: inherit">selected publications</a> </h2> <div class="publications"> <ol class="bibliography"><li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100"> <a href="https://journals.aps.org/" rel="external nofollow noopener" target="_blank">PhysRev</a> </abbr> </div> <div id="PhysRev.47.777" class="col-sm-8"> <div class="title">Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?</div> <div class="author"> <em>A. Einstein<sup>*†</sup></em>, <a href="https://en.wikipedia.org/wiki/Boris_Podolsky" rel="external nofollow noopener" target="_blank">B. Podolsky<sup>*</sup></a>, and <a href="https://en.wikipedia.org/wiki/Nathan_Rosen" rel="external nofollow noopener" target="_blank">N. Rosen<sup>*</sup></a> <i class="fa-solid fa-circle-info ml-1" data-toggle="popover" data-placement="top" data-html="true" data-content="* Example use of superscripts&lt;br&gt;† Albert Einstein"> </i> </div> <div class="periodical"> <em>Phys. Rev.</em>, New Jersey. <em>More Information</em> can be <a href="https://github.com/alshedivat/al-folio/" rel="external nofollow noopener" target="_blank">found here</a> , May 1935 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://journals.aps.org/pr/abstract/10.1103/PhysRev.47.777" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/example_pdf.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> <a href="https://www.youtube-nocookie.com/embed/aqz-KE-bpKQ" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">Video</a> </div> <div class="badges"> <span class="altmetric-embed" data-hide-no-mentions="true" data-hide-less-than="15" data-badge-type="2" data-badge-popover="right" data-altmetric-id="248277"></span> <span class="__dimensions_badge_embed__" data-doi="10.1103/PhysRev.47.777" data-hide-zero-citations="true" data-style="small_rectangle" data-legend="hover-right" style="margin-bottom: 3px;"></span> <a href="https://scholar.google.com/citations?view_op=view_citation&amp;hl=en&amp;user=qc6CJjYAAAAJ&amp;citation_for_view=qc6CJjYAAAAJ:qyhmnyLat1gC" aria-label="Google Scholar link" role="button" rel="external nofollow noopener" target="_blank"> <img src="https://img.shields.io/badge/scholar-25K-4285F4?logo=googlescholar&amp;labelColor=beige" alt="25K Google Scholar citations"> </a> </div> <div class="abstract hidden"> <p>In a complete theory there is an element corresponding to each element of reality. A sufficient condition for the reality of a physical quantity is the possibility of predicting it with certainty, without disturbing the system. In quantum mechanics in the case of two physical quantities described by non-commuting operators, the knowledge of one precludes the knowledge of the other. Then either (1) the description of reality given by the wave function in quantum mechanics is not complete or (2) these two quantities cannot have simultaneous reality. Consideration of the problem of making predictions concerning a system on the basis of measurements made on another system that had previously interacted with it leads to the result that if (1) is false then (2) is also false. 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Aktualnie pracuję nad wdrożeniami modeli AI do różnych dziedzin życia.</p> </header> <article> <div class="projects"> <a id="work" href=".#work"> <h2 class="category">work</h2> </a> <div class="row row-cols-1 row-cols-md-3"> <div class="col"> <a href="https://9a54478e004899caf2.gradio.live" rel="external nofollow noopener" target="_blank"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/0_m3ATEhrHMV9pHkdi-480.webp 480w,/assets/img/0_m3ATEhrHMV9pHkdi-800.webp 800w,/assets/img/0_m3ATEhrHMV9pHkdi-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/0_m3ATEhrHMV9pHkdi.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">Article News Summarizer</h2> <p class="card-text">Wykorzystanie biblioteki Newspaper3k do wyodrębniania tekstu z linków do artykułów i podsumowywania ich za pomocą wstępnie wyszkolonych modeli podsumowania Hugging Face. Do tegostworzyłem prosty interfejs użytkownika w Gradio, dzięki czemu każdy może uzyskać podsumowania artykułów tylko za pomocą adresu URL.</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> <div class="col"> <a href="/projects/7_project/"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/4-480.webp 480w,/assets/img/4-800.webp 800w,/assets/img/4-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/4.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">project 7</h2> <p class="card-text">with background image</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> <div class="col"> <a href="https://arxiv-search-fsjwryup2nappzve9wrtaen.streamlit.app/" rel="external nofollow noopener" target="_blank"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/3-480.webp 480w,/assets/img/3-800.webp 800w,/assets/img/3-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/3.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">Arxiv Search</h2> <p class="card-text">Aplikacje do przeszukiwania API Arxiv.</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> <div class="col"> <a href="/projects/8_project/"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/9-480.webp 480w,/assets/img/9-800.webp 800w,/assets/img/9-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/9.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">project 8</h2> <p class="card-text">an other project with a background image and giscus comments</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> <div class="col"> <a href="https://a5650d7e-ec08-4fbd.gradio.live/" rel="external nofollow noopener" target="_blank"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/deepmind-LIlsk-UFVxk-unsplash-480.webp 480w,/assets/img/deepmind-LIlsk-UFVxk-unsplash-800.webp 800w,/assets/img/deepmind-LIlsk-UFVxk-unsplash-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/deepmind-LIlsk-UFVxk-unsplash.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">Diffusion_WebUI</h2> <p class="card-text">generowanie realistycznych zdjęć różnych obiektów i scen za pomocą wgranych modeli (całość działa na Gradio, środowisko uruchomieniowe to Colab), który umożliwia interaktywną eksplorację i modyfikację generowanych obrazów</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> </div> </div> </article> </div> </div> <footer class="fixed-bottom" role="contentinfo"> <div class="container mt-0"> © Copyright 2024 Szymon Kowalewski. 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Aktualnie pracuję nad wdrożeniami modeli AI do różnych dziedzin życia.</p> </header> <article> <div class="projects"> <a id="work" href=".#work"> <h2 class="category">work</h2> </a> <div class="row row-cols-1 row-cols-md-3"> <div class="col"> <a href="https://9a54478e004899caf2.gradio.live" rel="external nofollow noopener" target="_blank"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/0_m3ATEhrHMV9pHkdi-480.webp 480w,/assets/img/0_m3ATEhrHMV9pHkdi-800.webp 800w,/assets/img/0_m3ATEhrHMV9pHkdi-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/0_m3ATEhrHMV9pHkdi.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">Article News Summarizer</h2> <p class="card-text">Wykorzystanie biblioteki Newspaper3k do wyodrębniania tekstu z linków do artykułów i podsumowywania ich za pomocą wstępnie wyszkolonych modeli podsumowania Hugging Face. Do tegostworzyłem prosty interfejs użytkownika w Gradio, dzięki czemu każdy może uzyskać podsumowania artykułów tylko za pomocą adresu URL.</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> <div class="col"> <a href="https://arxiv-search-fsjwryup2nappzve9wrtaen.streamlit.app/" rel="external nofollow noopener" target="_blank"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/3-480.webp 480w,/assets/img/3-800.webp 800w,/assets/img/3-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/3.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">Arxiv Search</h2> <p class="card-text">Aplikacje do przeszukiwania API Arxiv.</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> <div class="col"> <a href="https://a5650d7e-ec08-4fbd.gradio.live/" rel="external nofollow noopener" target="_blank"> <div class="card h-100 hoverable"> <figure> <picture> <source class="responsive-img-srcset" srcset="/assets/img/deepmind-LIlsk-UFVxk-unsplash-480.webp 480w,/assets/img/deepmind-LIlsk-UFVxk-unsplash-800.webp 800w,/assets/img/deepmind-LIlsk-UFVxk-unsplash-1400.webp 1400w," sizes="250px" type="image/webp"></source> <img src="/assets/img/deepmind-LIlsk-UFVxk-unsplash.jpg" class="card-img-top" width="100%" height="auto" alt="project thumbnail" loading="eager" onerror="this.onerror=null; $('.responsive-img-srcset').remove();"> </picture> </figure> <div class="card-body"> <h2 class="card-title">Diffusion_WebUI</h2> <p class="card-text">generowanie realistycznych zdjęć różnych obiektów i scen za pomocą wgranych modeli (całość działa na Gradio, środowisko uruchomieniowe to Colab), który umożliwia interaktywną eksplorację i modyfikację generowanych obrazów</p> <div class="row ml-1 mr-1 p-0"> </div> </div> </div> </a> </div> </div> </div> </article> </div> </div> <footer class="fixed-bottom" role="contentinfo"> <div class="container mt-0"> © Copyright 2024 Szymon Kowalewski. 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<span class="progress-bar"></span> </div> </progress> </header> <div class="container mt-5" role="main"> <div class="post"> <header class="post-header"> <h1 class="post-title">repositories</h1> <p class="post-description">Lista repozytoriów na GitHubie, które okazują moje projekty.</p> </header> <article> <h2 id="github-users">GitHub users</h2> <div class="repositories d-flex flex-wrap flex-md-row flex-column justify-content-between align-items-center"> <div class="repo p-2 text-center"> <a href="https://github.com/torvalds" rel="external nofollow noopener" target="_blank"> <img class="repo-img-light w-100" alt="torvalds" src="https://github-readme-stats.vercel.app/api/?username=torvalds&amp;theme=default&amp;show_icons=true"> <img class="repo-img-dark w-100" alt="torvalds" src="https://github-readme-stats.vercel.app/api/?username=torvalds&amp;theme=dark&amp;show_icons=true"> </a> </div> <div class="repo p-2 text-center"> <a href="https://github.com/alshedivat" rel="external nofollow noopener" target="_blank"> <img class="repo-img-light w-100" alt="alshedivat" src="https://github-readme-stats.vercel.app/api/?username=alshedivat&amp;theme=default&amp;show_icons=true"> <img class="repo-img-dark w-100" alt="alshedivat" src="https://github-readme-stats.vercel.app/api/?username=alshedivat&amp;theme=dark&amp;show_icons=true"> </a> </div> </div> <hr> <h4>torvalds</h4> <div class="repositories d-flex flex-wrap flex-md-row flex-column justify-content-between align-items-center"> <div class="repo p-2 text-center"> <a href="https://github.com/ryo-ma/github-profile-trophy" rel="external nofollow noopener" target="_blank"> <span class="d-none d-sm-none d-md-block"> <img class="repo-img-light" alt="torvalds" src="https://github-profile-trophy.vercel.app/?username=torvalds&amp;theme=flat&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=6"> <img class="repo-img-dark" alt="torvalds" src="https://github-profile-trophy.vercel.app/?username=torvalds&amp;theme=gitdimmed&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=6"> </span> <span class="d-none d-sm-block d-md-none"> <img class="repo-img-light" alt="torvalds" src="https://github-profile-trophy.vercel.app/?username=torvalds&amp;theme=flat&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=4"> <img class="repo-img-dark" alt="torvalds" src="https://github-profile-trophy.vercel.app/?username=torvalds&amp;theme=gitdimmed&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=4"> </span> <span class="d-block d-sm-none"> <img class="repo-img-light" alt="torvalds" src="https://github-profile-trophy.vercel.app/?username=torvalds&amp;theme=flat&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=3"> <img class="repo-img-dark" alt="torvalds" src="https://github-profile-trophy.vercel.app/?username=torvalds&amp;theme=gitdimmed&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=3"> </span> </a> </div> </div> <hr> <h4>alshedivat</h4> <div class="repositories d-flex flex-wrap flex-md-row flex-column justify-content-between align-items-center"> <div class="repo p-2 text-center"> <a href="https://github.com/ryo-ma/github-profile-trophy" rel="external nofollow noopener" target="_blank"> <span class="d-none d-sm-none d-md-block"> <img class="repo-img-light" alt="alshedivat" src="https://github-profile-trophy.vercel.app/?username=alshedivat&amp;theme=flat&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=6"> <img class="repo-img-dark" alt="alshedivat" src="https://github-profile-trophy.vercel.app/?username=alshedivat&amp;theme=gitdimmed&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=6"> </span> <span class="d-none d-sm-block d-md-none"> <img class="repo-img-light" alt="alshedivat" src="https://github-profile-trophy.vercel.app/?username=alshedivat&amp;theme=flat&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=4"> <img class="repo-img-dark" alt="alshedivat" src="https://github-profile-trophy.vercel.app/?username=alshedivat&amp;theme=gitdimmed&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=4"> </span> <span class="d-block d-sm-none"> <img class="repo-img-light" alt="alshedivat" src="https://github-profile-trophy.vercel.app/?username=alshedivat&amp;theme=flat&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=3"> <img class="repo-img-dark" alt="alshedivat" src="https://github-profile-trophy.vercel.app/?username=alshedivat&amp;theme=gitdimmed&amp;locale=pl&amp;margin-w=15&amp;margin-h=15&amp;no-bg=true&amp;rank=-C&amp;column=3"> </span> </a> </div> </div> <hr> <h2 id="github-repositories">GitHub Repositories</h2> <div class="repositories d-flex flex-wrap flex-md-row flex-column justify-content-between align-items-center"> <div class="repo p-2 text-center"> <a href="https://github.com/Szymok/etl-log-activity" rel="external nofollow noopener" target="_blank"> <img class="repo-img-light w-100" alt="Szymok/etl-log-activity" src="https://github-readme-stats.vercel.app/api/pin/?username=Szymok&amp;repo=etl-log-activity&amp;theme=default&amp;show_owner=true&amp;description_lines_count=2"> <img class="repo-img-dark w-100" alt="Szymok/etl-log-activity" src="https://github-readme-stats.vercel.app/api/pin/?username=Szymok&amp;repo=etl-log-activity&amp;theme=dark&amp;show_owner=true&amp;description_lines_count=2"> </a> </div> <div class="repo p-2 text-center"> <a href="https://github.com/Szymok/deepnote" rel="external nofollow noopener" target="_blank"> <img class="repo-img-light w-100" alt="Szymok/deepnote" src="https://github-readme-stats.vercel.app/api/pin/?username=Szymok&amp;repo=deepnote&amp;theme=default&amp;show_owner=true&amp;description_lines_count=2"> <img class="repo-img-dark w-100" alt="Szymok/deepnote" src="https://github-readme-stats.vercel.app/api/pin/?username=Szymok&amp;repo=deepnote&amp;theme=dark&amp;show_owner=true&amp;description_lines_count=2"> </a> </div> <div class="repo p-2 text-center"> <a href="https://github.com/Szymok/property-price-predict-kaggle" rel="external nofollow noopener" target="_blank"> <img class="repo-img-light w-100" alt="Szymok/property-price-predict-kaggle" src="https://github-readme-stats.vercel.app/api/pin/?username=Szymok&amp;repo=property-price-predict-kaggle&amp;theme=default&amp;show_owner=true&amp;description_lines_count=2"> <img class="repo-img-dark w-100" alt="Szymok/property-price-predict-kaggle" 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