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Added robots crawler file, config yml file and updated index.html wit… #3

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2 changes: 2 additions & 0 deletions _config.yml
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plugins:
- jekyll-sitemap
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Does this assume Jekyll is being used?

42 changes: 21 additions & 21 deletions index.html
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<meta charset="utf-8">

<title>AI Model Efficiency Toolkit</title>
<meta name="description" content="QuIC presents the AI Model Efficiency Toolkit (AIMET) - a library that provides advanced quantization and compression techniques for trained neural network models.">
<meta name="keywords" content="ai model efficiency toolkit, aimet, qualcomm ai,pruning, quantization, network-compression, automl, deep-neural-networks, network-quantization, model-efficiency, open-source">

<meta name="description" content="AI Model Efficiency Toolkit (AIMET) – library of advanced quantization and compression techniques for trained neural network models">
<meta name="keywords" content="ai model efficiency toolkit, aimet, qualcomm ai, pruning, quantization, network-compression, automl, deep-neural-networks, network-quantization, model-efficiency, open-source, pytorch, regularization, pruning-structures, automl-for-compression, channel-pruning-compression, spatial-SVD-compression">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1">
<link rel="canonical" href="https://quic.github.io/aimet-pages/index.html">

<!-- Template Basic Images Start -->
<meta property="og:image" content="path/to/image.jpg">
Expand Down Expand Up @@ -140,7 +140,7 @@ <h1 class="title title--big title--white promo__title">
</h1>

<p class="promo__tags">
<span class="tag__img"></span>pruning, quantization, network-compression, automl, deep-neural-networks, network-quantization, model-efficiency, open-source.
<span class="tag__img"></span>pruning, quantization, network-compression, automl, deep-neural-networks, network-quantization, model-efficiency, open-source, pytorch, regularization, pruning-structures, automl-for-compression, channel-pruning-compression, spatial-SVD-compression.
</p>

<!-- <form action="#" id="subscribe-top" class="form join-us">
Expand Down Expand Up @@ -180,7 +180,7 @@ <h2 class="title title--black title--medium">Open-sourcing our

<section class="process section">
<div class="container">
<img src="imgs/AImodelEfficency.png" class="ai-model-eff-1" alt="">
<img src="imgs/AImodelEfficency.png" class="ai-model-eff-1" alt="AI Model Efficiency Toolkit Benefits: Lower power, Lower storage, Lower memory bandwidth, Higher performance">
</div>
</section>

Expand Down Expand Up @@ -225,11 +225,11 @@ <h2 class="title title--medium title--white">How does it work?</h2>
</div>
</div>
</div>
<img src="imgs/how-does-it-work.png" class="ai-model-eff-1" alt="">
<img src="imgs/how-it-works.png" class="ai-model-eff-1" alt="image for how AIMET works">
</div>
</section>

<section id="services" class="service section features-API">
<section id="services" class="service section features-API" itemscope itemtype="http://schema.org/SoftwareApplication">
<div class="container">
<div class="row">
<div class="col">
Expand All @@ -248,19 +248,19 @@ <h2 class="title title--medium title--black">Features</h2>
</li>
<li>
Cross-Layer Equalization
<span>Equalize weight tensors to reduce amplitude variation across channels</span>
<span itemprop = "featureList">Equalize weight tensors to reduce amplitude variation across channels</span>
</li>
<li>
Bias Correction
<span>Corrects shift in layer outputs introduced due to quantization</span>
<span itemprop = "featureList">Corrects shift in layer outputs introduced due to quantization</span>
</li>
<li>
Quantization Simulation
<span>Simulate on-target quantized inference accuracy</span>
<span itemprop = "featureList">Simulate on-target quantized inference accuracy</span>
</li>
<li>
Fine-tuning
<span>Use quantization sim to train the model further to improve accuracy</span>
<span itemprop = "featureList">Use quantization sim to train the model further to improve accuracy</span>
</li>
</ul>
</div>
Expand All @@ -273,15 +273,15 @@ <h2 class="title title--medium title--black">Features</h2>
</li>
<li>
Spatial SVD
<span>Tensor-decomposition technique to split a large layer into two smaller ones</span>
<span itemprop = "featureList">Tensor-decomposition technique to split a large layer into two smaller ones</span>
</li>
<li>
Channel Pruning
<span>Removes redundant input channels from a layer and reconstructs layer weights</span>
<span itemprop = "featureList">Removes redundant input channels from a layer and reconstructs layer weights</span>
</li>
<li>
Automatic selection of per-layer compression ratios
<span>Automatically selects how much to compress each layer in the model</span>
<span itemprop = "featureList">Automatically selects how much to compress each layer in the model</span>
</li>
</ul>
</div>
Expand Down Expand Up @@ -396,7 +396,7 @@ <h2 class="title title--medium title--black">What performance benefits can you e
</div>
</section>

<section id="video" class="news section video-section">
<section id="video" class="news section video-section" itemscope itemtype="http://schema.org/SoftwareApplication">
<div class="container">
<div class="row">
<div class="col">
Expand All @@ -406,31 +406,31 @@ <h2 class="title title--medium title--black">Watch the videos below to find out
</div>
<div class="video-container">
<iframe width="560" height="315" src="https://www.youtube.com/embed/Ia4Qdx0vO8c" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen itemprop = "video"></iframe>
</div>
<div class="block-header block-header--animated block-header--center">
</div>
<div class="video-container">
<iframe width="560" height="315" src="https://www.youtube.com/embed/SxIMXo3GvWc" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen itemprop = "video"></iframe>
</div>
<div class="block-header block-header--animated block-header--center">
</div>
<div class="video-container">
<iframe width="560" height="315" src="https://www.youtube.com/embed/zgfy57saqsQ" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen itemprop = "video"></iframe>
</div>
<div class="block-header block-header--animated block-header--center">
</div>
<div class="video-container">
<iframe width="560" height="315" src="https://www.youtube.com/embed/0-i64DelNkI" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen itemprop = "video"></iframe>
</div>
<div class="block-header block-header--animated block-header--center">
</div>
<div class="video-container">
<iframe width="560" height="315" src="https://www.youtube.com/embed/QZP2zRb8Vuo" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen itemprop = "video"></iframe>
</div>
</div>
</div>
Expand Down Expand Up @@ -572,7 +572,7 @@ <h2 class="title title--medium title--black">Check out the documentation:</h2>

<footer class="footer ">
<div class="container">
<img class="logo__img-center" src="imgs/footer-icon.png" alt="">
<img class="logo__img-center" src="imgs/footer-icon.png" alt="footer icon">
</div>
<div class="col">
<p style="font-size:12px;color:white"> <br><br><br>Qualcomm AI Research is an initiative of Qualcomm Technologies, Inc.<br>
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2 changes: 2 additions & 0 deletions robots.txt
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User-agent: *
Allow: /