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<!DOCTYPE html>
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<article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/python_packages/" class="u-url">Python Package A to Z</a></h1>
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<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/python_packages/" rel="bookmark">
<time class="published dt-published" datetime="2022-02-09T15:36:01-08:00" itemprop="datePublished" title="2022-02-09 15:36">2022-02-09 15:36</time></a>
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<h2 id="(Incomplete)-Python-Package-A-to-Z">(Incomplete) Python Package A to Z<a class="anchor-link" href="posts/python_packages/#(Incomplete)-Python-Package-A-to-Z">¶</a>
</h2>
<p>In this article, I will highlight some useful packages for ML/AI practitioners from A to Z. It is also a useful starting point for Python programmer learners to sharpen their practical skills after learning the language itself.
</p>
<p class="more"><a href="posts/python_packages/">Read more…</a></p>
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</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/PythonDev/" class="u-url">How to write reusable (but not usable) code</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/PythonDev/" rel="bookmark">
<time class="published dt-published" datetime="2020-08-08T15:20:01-08:00" itemprop="datePublished" title="2020-08-08 15:20">2020-08-08 15:20</time></a>
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<h2 id="How-to-write-reusable-(but-not-usable)-code">How to write reusable (but not usable) code<a class="anchor-link" href="posts/PythonDev/#How-to-write-reusable-(but-not-usable)-code">¶</a>
</h2>
<p>Python is an easy and powerful language for machine learning practitioner like me. A good style makes the code easy to read and reuse. A lengthy one comes from <a href="https://github.com/google/styleguide/blob/gh-pages/pyguide.md">Google</a>. Here, I want to share with you some tips to create troubles when others want to use your code.</p>
<p><strong>Actually, I want you to avoid them.</strong></p>
<p>To keep things tight, a short list followed by detailed examples in below.</p>
<ul>
<li>Write out-dated (and misleading) comment</li>
<li>Mix controllable parameter and hard-coded parameters</li>
<li>Save parameters in configuration file and never share it</li>
<li>Access variables, functions, classes via string in the name of dynamic</li>
<li>Give the same name to similar (but different) functions</li>
<li>Mis-spell function name<p class="more"><a href="posts/PythonDev/">Read more…</a></p>
</li>
</ul>
</div>
</div>
</div>
</div>
</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/aaai2020/" class="u-url">(Incomplete) Review of AAAI 2020 for Model Compression</a></h1>
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<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/aaai2020/" rel="bookmark">
<time class="published dt-published" datetime="2020-02-13T21:00:00-08:00" itemprop="datePublished" title="2020-02-13 21:00">2020-02-13 21:00</time></a>
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<h2 id="(Incomplete)-Review-of-AAAI-Model-Compression">(Incomplete) Review of AAAI Model Compression<a class="anchor-link" href="posts/aaai2020/#(Incomplete)-Review-of-AAAI-Model-Compression">¶</a>
</h2>
<h3 id="Pruning">Pruning<a class="anchor-link" href="posts/aaai2020/#Pruning">¶</a>
</h3>
<p></p>
<p class="more"><a href="posts/aaai2020/">Read more…</a></p>
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</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/CVPR2019/" class="u-url">Review of CVPR 2019 for Model Compression</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/CVPR2019/" rel="bookmark">
<time class="published dt-published" datetime="2020-01-19T11:00:00-08:00" itemprop="datePublished" title="2020-01-19 11:00">2020-01-19 11:00</time></a>
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<span class="fb-comments-count" data-url="/posts/CVPR2019/">
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<h2 id="CVPR-2019-Compression-Review">CVPR 2019 Compression Review<a class="anchor-link" href="posts/CVPR2019/#CVPR-2019-Compression-Review">¶</a>
</h2>
<h3 id="Workshop">Workshop<a class="anchor-link" href="posts/CVPR2019/#Workshop">¶</a>
</h3>
<ul>
<li><a href="https://sites.google.com/view/ecv2019/home">Efficient Deep Learning for Computer Vision</a></li>
<li><a href="http://www.emc2-ai.org/cvpr-19">EMC^2 - Energy Efficient Machine Learning and Cognitive Computing</a></li>
<li><a href="https://embeddedvisionworkshop.wordpress.com/">Embedded Computer Vision Workshop</a></li>
<li><a href="http://www.ee.oulu.fi/~lili/CEFRLatCVPR2019.html">Compact and Efficient Feature Representation and Learning in Computer Vision</a></li>
</ul>
<h3 id="Pruning">Pruning<a class="anchor-link" href="posts/CVPR2019/#Pruning">¶</a>
</h3>
<p class="more"><a href="posts/CVPR2019/">Read more…</a></p>
</div>
</div>
</div>
</div>
</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/neurips2019/" class="u-url">Review of NeurIPS 2019 for Model Compression</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/neurips2019/" rel="bookmark">
<time class="published dt-published" datetime="2020-01-07T20:00:00-08:00" itemprop="datePublished" title="2020-01-07 20:00">2020-01-07 20:00</time></a>
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<p class="commentline">
<span class="fb-comments-count" data-url="/posts/neurips2019/">
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<h2 id="Review-of-NeurIPS-2019-for-Model-Compression">Review of NeurIPS 2019 for Model Compression<a class="anchor-link" href="posts/neurips2019/#Review-of-NeurIPS-2019-for-Model-Compression">¶</a>
</h2>
<h3 id="Sessions">Sessions<a class="anchor-link" href="posts/neurips2019/#Sessions">¶</a>
</h3>
<ul>
<li><a href="https://nips.cc/Conferences/2019/Schedule?showParentSession=15511">Deep Learning -- Efficient Inference Methods</a></li>
<li><a href="https://www.emc2-workshop.com/neurips-19">Workshop on Energy Efficient Machine Learning and Cognitive Computing</a></li>
</ul>
<h3 id="Workshop-keynotes">Workshop keynotes<a class="anchor-link" href="posts/neurips2019/#Workshop-keynotes">¶</a>
</h3>
<p class="more"><a href="posts/neurips2019/">Read more…</a></p>
</div>
</div>
</div>
</div>
</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/index-colab/" class="u-url">Colab Index</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/index-colab/" rel="bookmark">
<time class="published dt-published" datetime="2019-12-17T11:54:00-08:00" itemprop="datePublished" title="2019-12-17 11:54">2019-12-17 11:54</time></a>
</p>
<p class="commentline">
<span class="fb-comments-count" data-url="/posts/index-colab/">
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</header><div class="p-summary entry-summary">
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<h2 id="index-page-for-colab-pages">index page for colab pages<a class="anchor-link" href="posts/index-colab/#index-page-for-colab-pages">¶</a>
</h2>
<h3 id="ML/DL">ML/DL<a class="anchor-link" href="posts/index-colab/#ML/DL">¶</a>
</h3>
<ul>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/TF_checkpoint.ipynb">TF Checkpoint Exploration - part 1</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/TF_Lite_Conversion_v1.ipynb">TF Lite Conversion Comparison</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/imagenet_benchmark.ipynb">ImageNet Challenge Benchmark</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/Warnings_for_TensorFlow_User.ipynb">Warnings for TensorFlow User</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/tf_lite_explore.ipynb">Reflection on Tensorflow Documentation by a short user journey</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/tensoflow-profiling.ipynb">Tensorflow Profiling</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/random-tests-for-keras.ipynb">Random Test for Keras</a></li>
</ul>
<h3 id="Other-random-topic">Other random topic<a class="anchor-link" href="posts/index-colab/#Other-random-topic">¶</a>
</h3>
<ul>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/code_style.ipynb">Code style recommendation</a></li>
<li><a href="https://colab.research.google.com/github/jiayiliu/jiayiliu.github.io/blob/src/posts/Refinance%20Analysis.ipynb">Refinance Analysis</a></li>
</ul>
</div>
</div>
</div>
</div>
</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/tensoflow-checkpoint-1/" class="u-url">Comparing TF Checkpoints in v1.x and v2.x</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/tensoflow-checkpoint-1/" rel="bookmark">
<time class="published dt-published" datetime="2019-12-17T11:39:01-08:00" itemprop="datePublished" title="2019-12-17 11:39">2019-12-17 11:39</time></a>
</p>
<p class="commentline">
<span class="fb-comments-count" data-url="/posts/tensoflow-checkpoint-1/">
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<h2 id="Comparing-TF-Checkpoints-in-v1.x-and-v2.x">Comparing TF Checkpoints in v1.x and v2.x<a class="anchor-link" href="posts/tensoflow-checkpoint-1/#Comparing-TF-Checkpoints-in-v1.x-and-v2.x">¶</a>
</h2>
<h3 id="Outline">Outline<a class="anchor-link" href="posts/tensoflow-checkpoint-1/#Outline">¶</a>
</h3>
<ul>
<li>How to create a checkpoint?</li>
<li>What checkpoint looks like?</li>
</ul>
<p></p>
<p class="more"><a href="posts/tensoflow-checkpoint-1/">Read more…</a></p>
</div>
</div>
</div>
</div>
</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/pocketflow-intro/" class="u-url">PocketFlow unofficial guide</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/pocketflow-intro/" rel="bookmark">
<time class="published dt-published" datetime="2019-12-14T00:20:00-08:00" itemprop="datePublished" title="2019-12-14 00:20">2019-12-14 00:20</time></a>
</p>
<p class="commentline">
<span class="fb-comments-count" data-url="/posts/pocketflow-intro/">
</span></p>
</div>
</header><div class="p-summary entry-summary">
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<h2 id="PocketFlow-unofficial-guide">PocketFlow unofficial guide<a class="anchor-link" href="posts/pocketflow-intro/#PocketFlow-unofficial-guide">¶</a>
</h2>
<p><a href="https://github.com/Tencent/PocketFlow/">PocketFlow</a> is a model compression framework open-sourced by Tencent. After a close look, I find it should be a fairly handy tool. However, there are three caveats:</p>
<ol>
<li>The [tutorial] is not very helpful if you want to build your own model;</li>
<li>The repo is not actively maintained (sadly to see no support from Tencent);</li>
<li>There are some problems with TF versions.</li>
</ol>
<p>I am trying to address the above problems, and in the article, I am trying to provide a userful guidance to compress your own model.</p>
<p class="more"><a href="posts/pocketflow-intro/">Read more…</a></p>
</div>
</div>
</div>
</div>
</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/tensoflow-lite-convertor/" class="u-url">TensorFlow Lite Conversion</a></h1>
<div class="metadata">
<p class="byline author vcard"><span class="byline-name fn" itemprop="author">
Jiayi (Jason) Liu
</span></p>
<p class="dateline">
<a href="posts/tensoflow-lite-convertor/" rel="bookmark">
<time class="published dt-published" datetime="2019-10-29T05:39:01-08:00" itemprop="datePublished" title="2019-10-29 05:39">2019-10-29 05:39</time></a>
</p>
<p class="commentline">
<span class="fb-comments-count" data-url="/posts/tensoflow-lite-convertor/">
</span></p>
</div>
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<h2 id="TF-Lite-Conversion-Comparison">TF Lite Conversion Comparison<a class="anchor-link" href="posts/tensoflow-lite-convertor/#TF-Lite-Conversion-Comparison">¶</a>
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<p>This page provide a guidance of using TFLite to convert and deploy models.</p>
<p>We use LeNet-like CNN model on MNIST dataset. The workflow is general, however the performance of TF Lite model (compression, accuracy) would be different based your models and datasets.</p>
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<p class="more"><a href="posts/tensoflow-lite-convertor/">Read more…</a></p>
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</article><article class="h-entry post-text" itemscope="itemscope" itemtype="http://schema.org/Article"><header><h1 class="p-name entry-title"><a href="posts/imagenet-benchmark/" class="u-url">ImageNet Challenge Benchmark</a></h1>
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Jiayi (Jason) Liu
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<time class="published dt-published" datetime="2019-09-12T22:44:00-07:00" itemprop="datePublished" title="2019-09-12 22:44">2019-09-12 22:44</time></a>
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<h2 id="ImageNet-Benchmark">ImageNet Benchmark<a class="anchor-link" href="posts/imagenet-benchmark/#ImageNet-Benchmark">¶</a>
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<p>Interactive plot of ImageNet challenge benchmark. Data is queried from <a href="https://paperswithcode.com/">papers with code</a>.</p>
<p class="more"><a href="posts/imagenet-benchmark/">Read more…</a></p>
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