From 79e98820f3a9efdcc02440ac850101cfa1d7d333 Mon Sep 17 00:00:00 2001 From: <> Date: Thu, 26 Nov 2020 19:29:11 +1300 Subject: [PATCH] Nikola auto commit. Source commit: 651167426de052d9fc0359c56760a2be567e6558 Nikola version: 7.8.15 --- 2020/index.html | 3 + archive.html | 2 +- assets/js/tag_cloud_data.json | 2 +- authors/index.html | 1 + authors/rhys-compton.xml | 32 ++++ authors/rhys-compton/index.html | 88 +++++++++++ categories/cat_packages.xml | 32 +++- categories/cat_packages/index.html | 3 + categories/github.xml | 32 +++- categories/github/index.html | 3 + images/GUI.jpg | Bin 0 -> 294137 bytes images/ProgressManager.png | Bin 0 -> 6408 bytes index-1.html | 111 +++++++++++++ index.html | 80 ++++++---- .../index.html | 4 + .../index.html | 149 ++++++++++++++++++ .../index.rst | 52 ++++++ rss.xml | 42 +++-- sitemap.xml | 18 ++- sitemapindex.xml | 14 +- 20 files changed, 617 insertions(+), 51 deletions(-) create mode 100644 authors/rhys-compton.xml create mode 100644 authors/rhys-compton/index.html create mode 100644 images/GUI.jpg create mode 100644 images/ProgressManager.png create mode 100644 index-1.html create mode 100644 posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.html create mode 100644 posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.rst diff --git a/2020/index.html b/2020/index.html index 1933e3c..04225d6 100644 --- a/2020/index.html +++ b/2020/index.html @@ -60,6 +60,9 @@

Posts for year 2020

diff --git a/archive.html b/archive.html index 156eef8..a0c9f15 100644 --- a/archive.html +++ b/archive.html @@ -61,7 +61,7 @@ diff --git a/authors/rhys-compton.xml b/authors/rhys-compton.xml new file mode 100644 index 0000000..2f3c4aa --- /dev/null +++ b/authors/rhys-compton.xml @@ -0,0 +1,32 @@ + +WEKA Blog (Posts by Rhys Compton)https://waikato.github.io/weka-blog/enThu, 26 Nov 2020 06:29:11 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summarieshttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Rhys Compton<div><p>A new version of WekaDeeplearning4j, version 1.7.0, is available!</p> +<!-- TEASER_EN --> +<p>![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg)</p> +<p>### Dl4j Inference Panel &amp; Dl4jCNNExplorer +One major addition in <strong>WekaDeeplearning4j</strong> v1.7.0 is the new <strong>Dl4jCNNExplorer</strong> and the +associated GUI <strong>Dl4j Inference Panel</strong>. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire <cite>.arff</cite> file.</p> +<p>The <strong>Dl4jCNNExplorer</strong> supports both a custom-trained <cite>Dl4jMlpClassifier</cite> and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/</a>) +to see how easy it is to get started.</p> +<p>### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of <strong>ScoreCAM</strong>, a saliency map generation technique. +This can be accessed through the <cite>Dl4jCNNExplorer</cite>, allowing you to not only perform prediction on an image, +but look at <em>what</em> in the image your model was using for prediction.</p> +<p>This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +<strong>Saliency Map Viewer</strong>, which allows you to quickly customize the ScoreCAM target classes.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation</a>) +to see what new insights can be brought to your workflow.</p> +<p>### Progress Manager</p> +<p>![Progress Manager](../../images/ProgressManager.png)</p> +<p>We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs.</p> +<p>### Model Summaries</p> +<p>We've also added [model summaries](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries">https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries</a>) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the <cite>Dl4jMlpFilter</cite>, when using intermediary layers for feature extraction.</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Thu, 26 Nov 2020 06:06:00 GMT \ No newline at end of file diff --git a/authors/rhys-compton/index.html b/authors/rhys-compton/index.html new file mode 100644 index 0000000..6f383fe --- /dev/null +++ b/authors/rhys-compton/index.html @@ -0,0 +1,88 @@ + + + + + +Posts by Rhys Compton | WEKA Blog + + + + + + + + +Skip to main content + + + +
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+ + + + + diff --git a/categories/cat_packages.xml b/categories/cat_packages.xml index daa77a9..90e0ee4 100644 --- a/categories/cat_packages.xml +++ b/categories/cat_packages.xml @@ -1,3 +1,33 @@ -WEKA Blog (Posts about packages)https://waikato.github.io/weka-blog/enSat, 04 Jul 2020 08:37:15 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and morehttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Eibe Frank<div><p>A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.</p> +WEKA Blog (Posts about packages)https://waikato.github.io/weka-blog/enThu, 26 Nov 2020 06:29:11 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summarieshttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Rhys Compton<div><p>A new version of WekaDeeplearning4j, version 1.7.0, is available!</p> +<!-- TEASER_EN --> +<p>![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg)</p> +<p>### Dl4j Inference Panel &amp; Dl4jCNNExplorer +One major addition in <strong>WekaDeeplearning4j</strong> v1.7.0 is the new <strong>Dl4jCNNExplorer</strong> and the +associated GUI <strong>Dl4j Inference Panel</strong>. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire <cite>.arff</cite> file.</p> +<p>The <strong>Dl4jCNNExplorer</strong> supports both a custom-trained <cite>Dl4jMlpClassifier</cite> and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/</a>) +to see how easy it is to get started.</p> +<p>### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of <strong>ScoreCAM</strong>, a saliency map generation technique. +This can be accessed through the <cite>Dl4jCNNExplorer</cite>, allowing you to not only perform prediction on an image, +but look at <em>what</em> in the image your model was using for prediction.</p> +<p>This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +<strong>Saliency Map Viewer</strong>, which allows you to quickly customize the ScoreCAM target classes.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation</a>) +to see what new insights can be brought to your workflow.</p> +<p>### Progress Manager</p> +<p>![Progress Manager](../../images/ProgressManager.png)</p> +<p>We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs.</p> +<p>### Model Summaries</p> +<p>We've also added [model summaries](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries">https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries</a>) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the <cite>Dl4jMlpFilter</cite>, when using intermediary layers for feature extraction.</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Thu, 26 Nov 2020 06:06:00 GMTNew WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and morehttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Eibe Frank<div><p>A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.</p> <p><a href="https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/">Read more…</a> (1 min remaining to read)</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Sat, 04 Jul 2020 06:06:00 GMT \ No newline at end of file diff --git a/categories/cat_packages/index.html b/categories/cat_packages/index.html index 052341a..4d7581f 100644 --- a/categories/cat_packages/index.html +++ b/categories/cat_packages/index.html @@ -68,6 +68,9 @@ diff --git a/categories/github.xml b/categories/github.xml index 0da6ce1..2608ff0 100644 --- a/categories/github.xml +++ b/categories/github.xml @@ -1,5 +1,35 @@ -WEKA Blog (Posts about github)https://waikato.github.io/weka-blog/enSat, 04 Jul 2020 08:37:15 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and morehttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Eibe Frank<div><p>A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.</p> +WEKA Blog (Posts about github)https://waikato.github.io/weka-blog/enThu, 26 Nov 2020 06:29:11 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summarieshttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Rhys Compton<div><p>A new version of WekaDeeplearning4j, version 1.7.0, is available!</p> +<!-- TEASER_EN --> +<p>![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg)</p> +<p>### Dl4j Inference Panel &amp; Dl4jCNNExplorer +One major addition in <strong>WekaDeeplearning4j</strong> v1.7.0 is the new <strong>Dl4jCNNExplorer</strong> and the +associated GUI <strong>Dl4j Inference Panel</strong>. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire <cite>.arff</cite> file.</p> +<p>The <strong>Dl4jCNNExplorer</strong> supports both a custom-trained <cite>Dl4jMlpClassifier</cite> and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/</a>) +to see how easy it is to get started.</p> +<p>### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of <strong>ScoreCAM</strong>, a saliency map generation technique. +This can be accessed through the <cite>Dl4jCNNExplorer</cite>, allowing you to not only perform prediction on an image, +but look at <em>what</em> in the image your model was using for prediction.</p> +<p>This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +<strong>Saliency Map Viewer</strong>, which allows you to quickly customize the ScoreCAM target classes.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation</a>) +to see what new insights can be brought to your workflow.</p> +<p>### Progress Manager</p> +<p>![Progress Manager](../../images/ProgressManager.png)</p> +<p>We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs.</p> +<p>### Model Summaries</p> +<p>We've also added [model summaries](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries">https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries</a>) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the <cite>Dl4jMlpFilter</cite>, when using intermediary layers for feature extraction.</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Thu, 26 Nov 2020 06:06:00 GMTNew WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and morehttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Eibe Frank<div><p>A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.</p> <p><a href="https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/">Read more…</a> (1 min remaining to read)</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Sat, 04 Jul 2020 06:06:00 GMTWeka Debian packageshttps://waikato.github.io/weka-blog/posts/2019-09-23-weka-debian-packages/FracPete<div><p>Users installing Weka on Linux must have always felt left out a bit, with no installer available, instead having to deal with just a ZIP file. For power users, that would not have mattered, diff --git a/categories/github/index.html b/categories/github/index.html index d3b0c89..88bc38b 100644 --- a/categories/github/index.html +++ b/categories/github/index.html @@ -68,6 +68,9 @@
  • +New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries +
  • +
  • New WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and more
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    +
    + +
    + + + + + + + +
    +

    Weka is now on Github

    + +
    +
    +

    In order to make Weka more accessible for people that like +having access to the latest code, we have been looking into +ways of bringing Weka to Github. Especially, since our +faculty already has an organizational account there.

    +

    However, Weka was original stored in a CVS +repository and then got migrated to Subversion. Not only has it a lot of branches, not all of +them are publicly available, like commercial ones. This all +complicated the migration to Github.

    +

    Read more…

    +
    +
    +
    +
    + + +
    + + + +
    +
    + + + + + diff --git a/index.html b/index.html index e4df76d..ea2e8a7 100644 --- a/index.html +++ b/index.html @@ -10,7 +10,8 @@ - + + Skip to main content @@ -63,7 +64,49 @@
    -

    New WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and more

    +

    New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries

    + +
    +
    +

    A new version of WekaDeeplearning4j, version 1.7.0, is available!

    + +

    ![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg)

    +

    ### Dl4j Inference Panel & Dl4jCNNExplorer +One major addition in WekaDeeplearning4j v1.7.0 is the new Dl4jCNNExplorer and the +associated GUI Dl4j Inference Panel. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire .arff file.

    +

    The Dl4jCNNExplorer supports both a custom-trained Dl4jMlpClassifier and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain.

    +

    Check out the [usage example](https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/) +to see how easy it is to get started.

    +

    ### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of ScoreCAM, a saliency map generation technique. +This can be accessed through the Dl4jCNNExplorer, allowing you to not only perform prediction on an image, +but look at what in the image your model was using for prediction.

    +

    This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +Saliency Map Viewer, which allows you to quickly customize the ScoreCAM target classes.

    +

    Check out the [usage example](https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation) +to see what new insights can be brought to your workflow.

    +

    ### Progress Manager

    +

    ![Progress Manager](../../images/ProgressManager.png)

    +

    We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs.

    +

    ### Model Summaries

    +

    We've also added [model summaries](https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the Dl4jMlpFilter, when using intermediary layers for feature extraction.

    +
    +
    +

    New WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and more

    -
    - -

    Weka is now on Github

    - -
    -
    -

    In order to make Weka more accessible for people that like -having access to the latest code, we have been looking into -ways of bringing Weka to Github. Especially, since our -faculty already has an organizational account there.

    -

    However, Weka was original stored in a CVS -repository and then got migrated to Subversion. Not only has it a lot of branches, not all of -them are publicly available, like commercial ones. This all -complicated the migration to Github.

    -

    Read more…

    - - - - - - - + +
    diff --git a/posts/2020-07-04-wekaDeeplearning4j-1.6.0/index.html b/posts/2020-07-04-wekaDeeplearning4j-1.6.0/index.html index 7b65b9b..9cdd71a 100644 --- a/posts/2020-07-04-wekaDeeplearning4j-1.6.0/index.html +++ b/posts/2020-07-04-wekaDeeplearning4j-1.6.0/index.html @@ -11,6 +11,7 @@ + @@ -113,6 +114,9 @@

    Image Dataset Conversion Script

    +

diff --git a/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.html b/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.html new file mode 100644 index 0000000..cee344a --- /dev/null +++ b/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.html @@ -0,0 +1,149 @@ + + + + + +New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries | WEKA Blog + + + + + + + + + + + + + + + + +Skip to main content + + + +
+
+ +
+ + +

New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries

+ + + + +
+
+

A new version of WekaDeeplearning4j, version 1.7.0, is available!

+ +

![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg)

+

### Dl4j Inference Panel & Dl4jCNNExplorer +One major addition in WekaDeeplearning4j v1.7.0 is the new Dl4jCNNExplorer and the +associated GUI Dl4j Inference Panel. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire .arff file.

+

The Dl4jCNNExplorer supports both a custom-trained Dl4jMlpClassifier and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain.

+

Check out the [usage example](https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/) +to see how easy it is to get started.

+

### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of ScoreCAM, a saliency map generation technique. +This can be accessed through the Dl4jCNNExplorer, allowing you to not only perform prediction on an image, +but look at what in the image your model was using for prediction.

+

This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +Saliency Map Viewer, which allows you to quickly customize the ScoreCAM target classes.

+

Check out the [usage example](https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation) +to see what new insights can be brought to your workflow.

+

### Progress Manager

+

![Progress Manager](../../images/ProgressManager.png)

+

We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs.

+

### Model Summaries

+

We've also added [model summaries](https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the Dl4jMlpFilter, when using intermediary layers for feature extraction.

+
+
+
+
+ + + +
+
+ + + + + diff --git a/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.rst b/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.rst new file mode 100644 index 0000000..f1cd351 --- /dev/null +++ b/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.rst @@ -0,0 +1,52 @@ +.. title: New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries +.. slug: 2020-11-26-wekaDeeplearning4j-1.7.0 +.. date: 2020-11-26 18:06:00 UTC+12:00 +.. tags: github +.. author: Rhys Compton +.. description: +.. category: packages + +A new version of WekaDeeplearning4j, version 1.7.0, is available! + +.. TEASER_EN + +![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg) + +### Dl4j Inference Panel & Dl4jCNNExplorer +One major addition in **WekaDeeplearning4j** v1.7.0 is the new **Dl4jCNNExplorer** and the +associated GUI **Dl4j Inference Panel**. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire `.arff` file. + +The **Dl4jCNNExplorer** supports both a custom-trained `Dl4jMlpClassifier` and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain. + +Check out the [usage example](https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/) +to see how easy it is to get started. + +### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of **ScoreCAM**, a saliency map generation technique. +This can be accessed through the `Dl4jCNNExplorer`, allowing you to not only perform prediction on an image, +but look at *what* in the image your model was using for prediction. + +This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +**Saliency Map Viewer**, which allows you to quickly customize the ScoreCAM target classes. + +Check out the [usage example](https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation) +to see what new insights can be brought to your workflow. + +### Progress Manager + +![Progress Manager](../../images/ProgressManager.png) + +We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs. + +### Model Summaries + +We've also added [model summaries](https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the `Dl4jMlpFilter`, when using intermediary layers for feature extraction. diff --git a/rss.xml b/rss.xml index a28731e..eb2361e 100644 --- a/rss.xml +++ b/rss.xml @@ -1,5 +1,35 @@ -WEKA Bloghttps://waikato.github.io/weka-blog/Stuff around and about WEKAenSat, 04 Jul 2020 08:37:15 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and morehttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Eibe Frank<div><p>A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.</p> +WEKA Bloghttps://waikato.github.io/weka-blog/Stuff around and about WEKAenThu, 26 Nov 2020 06:29:11 GMTNikola (getnikola.com)http://blogs.law.harvard.edu/tech/rssNew WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summarieshttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Rhys Compton<div><p>A new version of WekaDeeplearning4j, version 1.7.0, is available!</p> +<!-- TEASER_EN --> +<p>![Dl4jCNNExplorer and Saliency map generation](../../images/GUI.jpg)</p> +<p>### Dl4j Inference Panel &amp; Dl4jCNNExplorer +One major addition in <strong>WekaDeeplearning4j</strong> v1.7.0 is the new <strong>Dl4jCNNExplorer</strong> and the +associated GUI <strong>Dl4j Inference Panel</strong>. This brings real-time inference to the WEKA universe, +allowing you to quickly run an image classification CNN model on an image without having to +load an entire <cite>.arff</cite> file.</p> +<p>The <strong>Dl4jCNNExplorer</strong> supports both a custom-trained <cite>Dl4jMlpClassifier</cite> and a model from +the Model Zoo, so it can be used to verify your model's prediction capabilities +or simply play around with pretrained models and explore what state-of-the-art +architectures may work best for your domain.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/</a>) +to see how easy it is to get started.</p> +<p>### Saliency Map Generation with ScoreCAM +Another exciting new feature is the implementation of <strong>ScoreCAM</strong>, a saliency map generation technique. +This can be accessed through the <cite>Dl4jCNNExplorer</cite>, allowing you to not only perform prediction on an image, +but look at <em>what</em> in the image your model was using for prediction.</p> +<p>This can be invoked from the command-line, although the best user experience is to be had from the GUI using the +<strong>Saliency Map Viewer</strong>, which allows you to quickly customize the ScoreCAM target classes.</p> +<p>Check out the [usage example](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation">https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation</a>) +to see what new insights can be brought to your workflow.</p> +<p>### Progress Manager</p> +<p>![Progress Manager](../../images/ProgressManager.png)</p> +<p>We've created a simple---but effective---progress bar and added this to the long-running tasks +(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining +ETA for the current job so will make WEKA more usable for large jobs.</p> +<p>### Model Summaries</p> +<p>We've also added [model summaries](<a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries">https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries</a>) +to the documentation, which specify the different models and their layers. This can be useful for designing +your own architectures or with the <cite>Dl4jMlpFilter</cite>, when using intermediary layers for feature extraction.</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/Thu, 26 Nov 2020 06:06:00 GMTNew WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and morehttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Eibe Frank<div><p>A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.</p> <p><a href="https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/">Read more…</a> (1 min remaining to read)</p></div>githubhttps://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/Sat, 04 Jul 2020 06:06:00 GMTWeka Debian packageshttps://waikato.github.io/weka-blog/posts/2019-09-23-weka-debian-packages/FracPete<div><p>Users installing Weka on Linux must have always felt left out a bit, with no installer available, instead having to deal with just a ZIP file. For power users, that would not have mattered, @@ -39,12 +69,4 @@ single starting directory ineffective, unfortunately.</p> <div class="section" id="kotlin-extensions-for-weka"> <h2>Kotlin Extensions for Weka</h2> <p>Kotlin is a statically typed programming language for modern multiplatform applications running on the Java Virtual Machine. Its design philosophy is to be a concise and type-safe (e.g. support for non-nullable types) programming language. It supports both object-oriented and functional constructs. Other features include smart casting, operator overloading, higher-order functions, lambdas, and <a class="reference external" href="https://kotlinlang.org/docs/reference/extensions.html">extensions</a>. The latter has led to the formation of a group of Kotlin extension libraries that primarily focuses on the syntactic improvement of other libraries' usages. A key example is <a class="reference external" href="https://github.com/android/android-ktx">Android KTX</a> library, developed by Google, which provides extensions for the Android framework. The purpose of this is to make Android development with Kotlin more concise, pleasant and idiomatic.</p> -<p><a href="https://waikato.github.io/weka-blog/posts/2018-06-22-wekakotlin/">Read more…</a> (3 min remaining to read)</p></div></div>kotlinhttps://waikato.github.io/weka-blog/posts/2018-06-22-wekakotlin/Thu, 21 Jun 2018 20:00:00 GMTWeka is now on Githubhttps://waikato.github.io/weka-blog/posts/2018-05-30-weka-on-github/FracPete<div><p>In order to make Weka more accessible for people that like -having access to the latest code, we have been looking into -ways of bringing Weka to Github. Especially, since our -faculty already has an organizational account <a class="reference external" href="https://github.com/Waikato">there</a>.</p> -<p>However, Weka was original stored in a <a class="reference external" href="https://en.wikipedia.org/wiki/Concurrent_Versions_System">CVS</a> -repository and then got migrated to <a class="reference external" href="https://en.wikipedia.org/wiki/Apache_Subversion">Subversion</a>. Not only has it a lot of branches, not all of -them are publicly available, like commercial ones. This all -complicated the migration to Github.</p> -<p><a href="https://waikato.github.io/weka-blog/posts/2018-05-30-weka-on-github/">Read more…</a> (1 min remaining to read)</p></div>githubhttps://waikato.github.io/weka-blog/posts/2018-05-30-weka-on-github/Wed, 30 May 2018 10:02:00 GMT \ No newline at end of file +<p><a href="https://waikato.github.io/weka-blog/posts/2018-06-22-wekakotlin/">Read more…</a> (3 min remaining to read)</p></div></div>kotlinhttps://waikato.github.io/weka-blog/posts/2018-06-22-wekakotlin/Thu, 21 Jun 2018 20:00:00 GMT \ No newline at end of file diff --git a/sitemap.xml b/sitemap.xml index d7f394f..8329ade 100644 --- a/sitemap.xml +++ b/sitemap.xml @@ -7,7 +7,7 @@ http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd"> https://waikato.github.io/weka-blog/ - 2020-07-04T06:40:00Z + 2020-11-26T06:29:00Z https://waikato.github.io/weka-blog/2018/ @@ -23,11 +23,11 @@ https://waikato.github.io/weka-blog/archive.html - 2020-07-04T06:40:00Z + 2020-11-26T06:29:00Z https://waikato.github.io/weka-blog/authors/ - 2020-06-03T04:42:00Z + 2020-11-26T06:29:00Z https://waikato.github.io/weka-blog/authors/eibe-frank/ @@ -45,6 +45,10 @@ https://waikato.github.io/weka-blog/authors/peter-reutemann/ 2019-03-01T00:23:00Z + + https://waikato.github.io/weka-blog/authors/rhys-compton/ + 2020-11-26T06:29:00Z + https://waikato.github.io/weka-blog/authors/steven-lang/ 2018-07-13T00:08:00Z @@ -105,6 +109,10 @@ https://waikato.github.io/weka-blog/galleries/ 2018-07-13T00:08:00Z + + https://waikato.github.io/weka-blog/index-1.html + 2020-11-26T06:29:00Z + https://waikato.github.io/weka-blog/listings/ 2018-07-13T00:08:00Z @@ -153,4 +161,8 @@ https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/ 2020-07-04T06:40:00Z + + https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/ + 2020-11-26T06:29:00Z + \ No newline at end of file diff --git a/sitemapindex.xml b/sitemapindex.xml index 6165fc7..238e97e 100644 --- a/sitemapindex.xml +++ b/sitemapindex.xml @@ -7,7 +7,7 @@ http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd"> https://waikato.github.io/weka-blog/authors/eibe-frank.xml - 2020-07-04T06:40:00Z + 2020-07-04T08:37:00Z https://waikato.github.io/weka-blog/authors/eibe.xml @@ -21,6 +21,10 @@ https://waikato.github.io/weka-blog/authors/peter-reutemann.xml 2019-07-04T22:17:00Z + + https://waikato.github.io/weka-blog/authors/rhys-compton.xml + 2020-11-26T06:29:00Z + https://waikato.github.io/weka-blog/authors/steven-lang.xml 2018-07-13T00:08:00Z @@ -39,7 +43,7 @@ https://waikato.github.io/weka-blog/categories/cat_packages.xml - 2020-07-04T06:40:00Z + 2020-11-26T06:29:00Z https://waikato.github.io/weka-blog/categories/cat_preprocessing.xml @@ -59,7 +63,7 @@ https://waikato.github.io/weka-blog/categories/github.xml - 2020-07-04T06:40:00Z + 2020-11-26T06:29:00Z https://waikato.github.io/weka-blog/categories/gui.xml @@ -79,10 +83,10 @@ https://waikato.github.io/weka-blog/rss.xml - 2020-07-04T06:40:00Z + 2020-11-26T06:29:00Z https://waikato.github.io/weka-blog/sitemap.xml - 2020-07-04T06:40:00Z + 2020-11-26T06:29:00Z \ No newline at end of file