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Added section for other tutorials (#163)
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‎src/tutorials/others.md

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## Other Tutorials
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- [Text Classification using Convolutional Neural
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Networks](https://github.com/pytorch/ignite/blob/master/examples/notebooks/TextCNN.ipynb)
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- [Variational Auto
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Encoders](https://github.com/pytorch/ignite/blob/master/examples/notebooks/VAE.ipynb)
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- [Convolutional Neural Networks for Classifying Fashion-MNIST
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Dataset](https://github.com/pytorch/ignite/blob/master/examples/notebooks/FashionMNIST.ipynb)
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- [Training Cycle-GAN on Horses to
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Zebras with Nvidia/Apex](https://github.com/pytorch/ignite/blob/master/examples/notebooks/CycleGAN_with_nvidia_apex.ipynb) - [ logs on W&B](https://app.wandb.ai/vfdev-5/ignite-cyclegan-apex)
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- [Another training Cycle-GAN on Horses to
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Zebras with Native Torch CUDA AMP](https://github.com/pytorch/ignite/blob/master/examples/notebooks/CycleGAN_with_torch_cuda_amp.ipynb) - [logs on W&B](https://app.wandb.ai/vfdev-5/ignite-cyclegan-torch-amp)
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- [Finetuning EfficientNet-B0 on
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CIFAR100](https://github.com/pytorch/ignite/blob/master/examples/notebooks/EfficientNet_Cifar100_finetuning.ipynb)
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- [Hyperparameters tuning with
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Ax](https://github.com/pytorch/ignite/blob/master/examples/notebooks/Cifar10_Ax_hyperparam_tuning.ipynb)
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- [Benchmark mixed precision training on Cifar100:
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torch.cuda.amp vs nvidia/apex](https://github.com/pytorch/ignite/blob/master/examples/notebooks/Cifar100_bench_amp.ipynb)
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### Reproducible Training Examples
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Inspired by [torchvision/references](https://github.com/pytorch/vision/tree/master/references),
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we provide several reproducible baselines for vision tasks:
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- [ImageNet](https://github.com/pytorch/ignite/tree/master/examples/references/classification/imagenet)
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- [Pascal VOC2012](https://github.com/pytorch/ignite/tree/master/examples/references/segmentation/pascal_voc2012)
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Features:
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- Distributed training: native or horovod and using [PyTorch native AMP](https://pytorch.org/docs/stable/notes/amp_examples.html)

‎themes/ignite/layouts/_default/list.html

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{{ partial "ListInnerBlog.html" . }}
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{{ else if eq .Title "Getting Started" }}
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{{ partial "ListInnerGettingStarted.html" . }}
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{{ else if eq .Title "Tutorials" }}
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{{ partial "ListInnerTutorials.html" . }}
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{{ else }}
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{{ partial "ListInnerDefault.html" . }}
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{{ end }}

‎themes/ignite/layouts/partials/ListInnerDefault.html

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{{ $beginner := slice }}
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{{ $intermediate := slice }}
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{{ $advanced := slice }}
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{{ range (.Paginate .Pages.ByWeight).Pages }}
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{{ if findRE "beginner" .RelPermalink }}
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{{ $beginner = $beginner | append . }}
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{{ else if findRE "intermediate" .RelPermalink }}
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{{ $intermediate = $intermediate | append . }}
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{{ else if findRE "advanced" .RelPermalink }}
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{{ $advanced = $advanced | append . }}
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{{ end }}
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{{ end }}
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<main class="py-6 px-6 prose prose-red">
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{{ .Content }}
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{{ if eq .Section "tutorials" }}
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{{ if $beginner }}
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<h2>Beginner</h2>
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range $beginner }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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</div>
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{{ end }}
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{{ if $intermediate }}
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<h2>Intermediate</h2>
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range $intermediate }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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</div>
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{{ end }}
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{{ if $advanced }}
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<h2>Advanced</h2>
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range $advanced }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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</div>
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{{ end }}
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{{ else }}
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range (.Paginate .Pages.ByWeight).Pages }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range (.Paginate .Pages.ByWeight).Pages }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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{{ end }}
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</div>
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{{ partial "Pagination.html" . }}
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</main>

‎themes/ignite/layouts/partials/ListInnerTutorials.html

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{{ $beginner := slice }}
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{{ $intermediate := slice }}
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{{ $advanced := slice }}
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{{ $others := slice }}
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{{ range (.Paginate .Pages.ByWeight).Pages }}
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{{ if findRE "beginner" .RelPermalink }}
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{{ $beginner = $beginner | append . }}
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{{ else if findRE "intermediate" .RelPermalink }}
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{{ $intermediate = $intermediate | append . }}
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{{ else if findRE "advanced" .RelPermalink }}
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{{ $advanced = $advanced | append . }}
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{{ else if findRE "others" .RelPermalink }}
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{{ $others = $others | append . }}
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{{ end }}
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{{ end }}
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<main class="py-6 px-6 prose prose-red">
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{{ .Content }}
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{{ if $beginner }}
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<h2>Beginner</h2>
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range $beginner }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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</div>
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{{ end }}
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{{ if $intermediate }}
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<h2>Intermediate</h2>
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range $intermediate }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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</div>
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{{ end }}
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{{ if $advanced }}
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<h2>Advanced</h2>
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<div class="grid py-6 gap-4 grid-cols-1 lg:grid-cols-3">
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{{ range $advanced }}
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<div class="rounded-lg bg-gray-200 p-4 dark:bg-dark-200">
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<a href="{{ .RelPermalink }}">{{ .Weight }}. {{ .Title }}</a>
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{{ partial "Summary.html" . }}
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</div>
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{{ end }}
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</div>
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{{ end }}
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{{ partial "Pagination.html" . }}
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{{ range $others }}
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{{ .Content }}
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{{ end }}
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</main>

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