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NumPy tutorials & educational content in notebook format

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As noted elsewhere the `atari-py` package on which the reinforcement learning tutorial was based was deprecated (#87), and the project that replaces it EULA(s) that need to be reviewed and...

`imageio.imread` is not supported anymore, `imageio.v2.imread` is suggested as a replacement from the module maintainers.

It'd be nice to add explicit testing on windows for the pytest-nbval CI workflows: https://github.com/numpy/numpy-tutorials/blob/47fb909bbd7777f85d94a37647db4c4dd84f1bdc/.github/workflows/notebooks.yml#L17 I think this should mostly be a matter of adding conditional steps to the workflow...

enhancement

#132 added notebook smoketesting with `pytest-nbval` to CI, but didn't add any pytest configuration nor a way to automatically handle installing testing dependencies. Handling this configuration correctly will make it...

enhancement

Executing the notebooks in CI for testing results in downloading some datasets. We are already [cacheing this data in the circleCI job](https://github.com/numpy/numpy-tutorials/blob/47fb909bbd7777f85d94a37647db4c4dd84f1bdc/.circleci/config.yml#L26-L44). Data caching should be added to the github...

enhancement

There are some notebooks that we don't necessarily want to test when running nbval, e.g. notebooks from the contributor guide, non-executable articles, etc. Currently this is handled manually in the...

enhancement

As of the time of posting, the conda environment resolution is not working properly. I suspect there is a packaging problem w/ dependency pinning on conda-forge (unproven). This issue is...

**Proposal** This tutorial will cover a specific use case i.e **Implementing KNN using NumPy.** (KNN - K Nearest Neighbours) **What will be covered in the Tutorial?** - KNN Implementation -...

I had the idea to try to replicate a gallery-like layout on the landing page, similar to what you would get from e.g. `sphinx-gallery`. I think this is a really...

enhancement

The latest atari-py wheels break the pong tutorial with an exception about needing to install/configure appropriate ROMS. This is a known issue: open-ai/atari-py#79. Proposed workaround is to use an older...

sprint