![]() 853: Improve docs r=CarloLucibello a=janEbert If you disagree with any of the changes, please tell me what to reverse or fix. I am unsure about the docstrings I added to `src/utils.jl` for `unsqueeze` and the `[un]stack` functions so please give those a more detailed look. Update Documenter.jl version for new features, fix deprecation warnings in `docs/make.jl` and import Flux for all doctests. Add missing docstrings to `src/utils.jl`, `src/layers/stateless.jl` and `src/data/`; add these and other missing functions to Markdown docs. Improve docstrings by... - fixing typos, - removing trailing or double whitespaces, - using `jldoctest` blocks where applicable, - fixing, updating or correctly setting up existing doctests, - improving consistency (for example, always use "# Examples" instead of other variants), - removing empty lines between docstrings and functions, - instead of mentioning keywords, put them into the docstring, - adding some missing but useful keywords, - adding references (`@ref`), - using LaTeX math where applicable, and - linking papers. Debatable stuff that is untouched: - BE/AE s/z irregularities (e.g. "normalise" versus "normalize") since most papers use the AE version while the Flux source code was written with BE spelling. - Names of normalization functions are capitalized ("Batch Normalization" instead of "batch normalization"). - Default values in argument lists have spaces around the equals sign (`arg = x` instead of `arg=x`). Co-authored-by: janEbert <janpublicebert@posteo.net> |
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README.md
Flux is an elegant approach to machine learning. It's a 100% pure-Julia stack, and provides lightweight abstractions on top of Julia's native GPU and AD support. Flux makes the easy things easy while remaining fully hackable.
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See the documentation or the model zoo for examples.
If you use Flux in your research, please cite our work.