Improvements like...
- fixing typos,
- removing trailing and 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 ("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").
1080: CompatHelper: bump compat for "Colors" to "0.12" r=dhairyagandhi96 a=github-actions[bot]
This pull request changes the compat entry for the `Colors` package from `0.8, 0.9, 0.10, 0.11` to `0.8, 0.9, 0.10, 0.11, 0.12`.
This keeps the compat entries for earlier versions.
Note: I have not tested your package with this new compat entry. It is your responsibility to make sure that your package tests pass before you merge this pull request.
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
1078: CompatHelper: bump compat for "CodecZlib" to "0.7" r=CarloLucibello a=github-actions[bot]
This pull request changes the compat entry for the `CodecZlib` package from `0.5, 0.6` to `0.5, 0.6, 0.7`.
This keeps the compat entries for earlier versions.
Note: I have not tested your package with this new compat entry. It is your responsibility to make sure that your package tests pass before you merge this pull request.
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
1028: Common questions answered in docs r=CarloLucibello a=dhairyagandhi96
cc @MikeInnes
1070: Prevent breakage due to new `active` field in normalise layers r=CarloLucibello a=ianshmean
Prevents breakage where the normalise structs, such as `BatchNorm`, have been directly defined but missing the new `active` field
cc. @darsnack
Co-authored-by: Dhairya Gandhi <dhairya@juliacopmuting.com>
Co-authored-by: Dhairya Gandhi <dhairya@juliacomputing.com>
Co-authored-by: Ian <i.r.butterworth@gmail.com>
1053: Added Some Loss functions with some doc improvements r=CarloLucibello a=AdarshKumar712
Added the following loss functions with tests:
1. mae
2. mean squared logarithmic error
3. huber loss
4. squared hinge loss
5. dice coeff loss
6. tversky loss
Also added some documentation improvements for few other functions.
Co-authored-by: Adarsh Kumar <45385384+AdarshKumar712@users.noreply.github.com>
janEbert