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Examples
========
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More examples can be found in our :githublink:`GitHub repository <nni/examples>`.

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.. cardlinkitem::
   :header: HPO Quickstart with PyTorch
   :description: Use HPO to tune a PyTorch FashionMNIST model
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   :link: tutorials/hpo_quickstart_pytorch/main
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   :image: ../img/thumbnails/hpo-pytorch.svg
   :background: purple
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   :tags: HPO

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.. cardlinkitem::
   :header: HPO Quickstart with TensorFlow
   :description: Use HPO to tune a TensorFlow MNIST model
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   :link: tutorials/hpo_quickstart_tensorflow/main
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   :image: ../img/thumbnails/hpo-tensorflow.svg
   :background: purple
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   :tags: HPO

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.. cardlinkitem::
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   :header: Hello, NAS!
   :description: Beginners' NAS tutorial on how to search for neural architectures for MNIST dataset.
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   :link: tutorials/hello_nas
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   :image: ../img/thumbnails/nas-tutorial.svg
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   :background: cyan
   :tags: NAS
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.. cardlinkitem::
   :header: Use NAS Benchmarks as Datasets
   :description: Query data from popular NAS benchmarks from our preprocessed benchmark database.
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   :link: tutorials/nasbench_as_dataset
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   :image: ../img/thumbnails/nas-benchmark.svg
   :background: cyan
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   :tags: NAS
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.. cardlinkitem::
   :header: Get Started with Model Pruning on MNIST
   :description: Familiarize yourself with pruning to compress your model 
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   :link: tutorials/pruning_quick_start_mnist
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   :image: ../img/thumbnails/pruning-tutorial.svg
   :background: blue
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   :tags: Compression

.. cardlinkitem::
   :header: Get Started with Model Quantization on MNIST
   :description: Familiarize yourself with quantization to compress your model
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   :link: tutorials/quantization_quick_start_mnist
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   :image: ../img/thumbnails/quantization-tutorial.svg
   :background: indigo
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   :tags: Compression

.. cardlinkitem::
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   :header: Speedup Model with Mask
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   :description: Make your model real smaller and faster with speed-up after pruned by pruner
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   :link: tutorials/pruning_speedup
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   :image: ../img/thumbnails/pruning-speed-up.svg
   :background: blue
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   :tags: Compression

.. cardlinkitem::
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   :header: Speedup Model with Calibration Config
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   :description: Make your model real smaller and faster with speed-up after quantized by quantizer
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   :link: tutorials/quantization_speedup
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   :image: ../img/thumbnails/quantization-speed-up.svg
   :background: indigo
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   :tags: Compression