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Update training-and-inference.svelte
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prasanthpul authored Oct 27, 2023
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51 changes: 22 additions & 29 deletions src/routes/components/training-and-inference.svelte
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import Ortweb from '../../images/undraw/image_ortweb.svelte';
</script>

<div class="container mx-auto px-10">
<h1 class="text-4xl pb-2">ONNX Runtime Training</h1>
<div class="container mx-auto px-10 my-10">
<h1 class="text-4xl pb-2">ONNX Runtime Inferencing</h1>
<p class="text-xl pb-4">
ONNX Runtime can be used to accelerate large model training and enable on-device training.
ONNX Runtime is the same tech that powers AI in Microsoft products like Office, Azure, and Bing, as well as in thousands of other projects across the world.
</p>
<a href="./training" class="btn btn-primary">Learn more about ONNX Runtime Training →</a>
<a href="./inference" class="btn btn-primary">Learn more about ONNX Runtime Inferencing →</a>
<div class="grid grid-cols-1 md:grid-cols-2 gap-10 mt-10 my-4 md:mx-10">
<div class="bg-slate-300 p-4 rounded">
<div class="grid xl:grid-cols-4 place-items-center">
<div class="col-span-3 text-black">
<h1 class="text-2xl pb-2">Large Model Training</h1>
<h1 class="text-2xl pb-2">ONNX Runtime Web</h1>
<p class="text-lg">
ORT Training can be used to accelerate training for a large number of popular models,
including <a href="https://huggingface.co/" class="text-blue-500">Hugging Face</a>
models like Llama-2-7b and curated models from the
<a href="https://ml.azure.com/" class="text-blue-500"
>Azure AI | Machine Learning Studio</a
> model catalog.
ONNX Runtime Web allows JavaScript developers to run and deploy machine learning models
in web browsers.
</p>
</div>
<div class="hidden xl:grid">
<Largemodeltraining />
<Ortweb />
</div>
</div>
</div>
<div class="bg-slate-300 p-4 rounded">
<div class="grid md:grid-cols-4 place-items-center">
<div class="col-span-3 text-black">
<h1 class="text-2xl pb-2">On-Device Training</h1>
<h1 class="text-2xl pb-2">ONNX Runtime Mobile</h1>
<p class="text-lg">
On-device training extends ORT Mobile inferencing to enable training on edge devices.
Developers can take an inference model and train it locally on-device to provide an
improved user experience for end customers.
ONNX Runtime Mobile allows you to run model inferencing on Android and iOS mobile devices.
</p>
</div>
<div class="hidden xl:grid">
<Ondevtraining />
<Ortmobile />
</div>
</div>
</div>
</div>
</div>
<div class="container mx-auto px-10 my-10">
<h1 class="text-4xl pb-2">ONNX Runtime Inferencing</h1>
<div class="container mx-auto px-10">
<h1 class="text-4xl pb-2">ONNX Runtime Training</h1>
<p class="text-xl pb-4">
ONNX Runtime Inference powers machine learning models in key Microsoft products and services
across Office, Azure, Bing, as well as thousands of community projects.
ONNX Runtime enables on-device training and reduces costs for large model training.
</p>
<a href="./inference" class="btn btn-primary">Learn more about ONNX Runtime Inferencing →</a>
<a href="./training" class="btn btn-primary">Learn more about ONNX Runtime Training →</a>
<div class="grid grid-cols-1 md:grid-cols-2 gap-10 mt-10 my-4 md:mx-10">
<div class="bg-slate-300 p-4 rounded">
<div class="grid xl:grid-cols-4 place-items-center">
<div class="col-span-3 text-black">
<h1 class="text-2xl pb-2">ONNX Runtime Web</h1>
<h1 class="text-2xl pb-2">Large Model Training</h1>
<p class="text-lg">
ONNX Runtime Web allows JavaScript developers to run and deploy machine learning models
in browsers.
Accelerated training with ONNX Runtime reduces costs and improves data scientist velocity for many popular models from <a href="https://huggingface.co/" class="text-blue-500">Hugging Face</a>
and <a href="https://ml.azure.com/" class="text-blue-500">Azure Machine Learning</a>.
</p>
</div>
<div class="hidden xl:grid">
<Ortweb />
<Largemodeltraining />
</div>
</div>
</div>
<div class="bg-slate-300 p-4 rounded">
<div class="grid md:grid-cols-4 place-items-center">
<div class="col-span-3 text-black">
<h1 class="text-2xl pb-2">ONNX Runtime Mobile</h1>
<h1 class="text-2xl pb-2">On-Device Training</h1>
<p class="text-lg">
ONNX Runtime Mobile allows you to run model inferencing on mobile devices.
On-device training with ONNX Runtime lets developers take an inference model and train it locally on-device to deliver a more personalized and privacy-respecting experience for customers.
</p>
</div>
<div class="hidden xl:grid">
<Ortmobile />
<Ondevtraining />
</div>
</div>
</div>
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