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25 changes: 9 additions & 16 deletions README.md
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Expand Up @@ -256,27 +256,20 @@ Checkout this guide to [install PyTorch-Ignite from source or use pre-built dock

The website for the library containing an overview can be found at: https://pytorch-ignite.ai/. Here is the order we suggest for getting started:
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The website for the library containing an overview can be found at: https://pytorch-ignite.ai/. Here is the order we suggest for getting started:
The website for the library containing an overview can be found at: [pytorch-ignite.ai](https://pytorch-ignite.ai). Here is the order we suggest for getting started:


1. [Getting Started Guide for essentials of setting up a project](https://pytorch-ignite.ai/tutorials/beginner/01-getting-started/)
2. [Tutorials for the beginner, intermediate and advanced user](https://pytorch-ignite.ai/tutorials/)
3. [How-to Guides for code recipes with minimal explanation](https://pytorch-ignite.ai/how-to-guides/)
4. [Concepts to understand the essence of the library](https://pytorch-ignite.ai/concepts/)

Apart from the above, here are some other helpful links:

- Stable API documentation: https://pytorch.org/ignite/
- Development version API documentation: https://pytorch.org/ignite/master/
- ["Questions on Github"](https://github.com/pytorch/ignite/issues?q=is%3Aissue+label%3Aquestion+) and
["Questions on Discuss.PyTorch"](https://discuss.pytorch.org/c/ignite).
- [Project's Roadmap](https://github.com/pytorch/ignite/wiki/Roadmap)
- [Talks](https://pytorch-ignite.ai/talks/)
1. [Getting Started Guide](https://pytorch-ignite.ai/tutorials/beginner/01-getting-started/) for essentials of setting up a project.
2. [Tutorials](https://pytorch-ignite.ai/tutorials/) for the beginner, intermediate and advanced user.
3. [How-to Guides](https://pytorch-ignite.ai/how-to-guides/) for code recipes with minimal explanation.
4. [Concepts](https://pytorch-ignite.ai/concepts/) to understand the essence of the library.
5. [Stable](https://pytorch.org/ignite/) / [Development](https://pytorch.org/ignite/master/) API documentations.
6. Previously asked questions on [Github](https://github.com/pytorch/ignite/issues?q=is%3Aissue+label%3Aquestion+) and [Discuss.PyTorch](https://discuss.pytorch.org/c/ignite).
7. [Talks](https://pytorch-ignite.ai/talks/) for visual learners.
8. [Project's Roadmap](https://github.com/pytorch/ignite/wiki/Roadmap) to look out for upcoming features.

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## Code-Generator application

The easiest way to create your training scripts with PyTorch-Ignite:

- https://code-generator.pytorch-ignite.ai/
The easiest way to create your training scripts with PyTorch-Ignite https://code-generator.pytorch-ignite.ai/

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