Merge pull request #668 from thebhatman/patch-4
Add AlphaDropout to NEWS.md
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* [NamedTuples now work like Tuples](https://github.com/FluxML/Flux.jl/pull/603) when doing `mapleaves`.
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* New "performance tips" [section of the docs](https://github.com/FluxML/Flux.jl/pull/615).
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* The training loop is [now more readable](https://github.com/FluxML/Flux.jl/pull/651) and better shows how to use the lower-level APIs.
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* New [AlphaDropout](https://github.com/FluxML/Flux.jl/pull/656).
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AD Changes:
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