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Add a mathematical description of the algorithms #757

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5 of 19 tasks
vroulet opened this issue Feb 2, 2024 · 0 comments
Open
5 of 19 tasks

Add a mathematical description of the algorithms #757

vroulet opened this issue Feb 2, 2024 · 0 comments
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documentation Improvements or additions to documentation good first issue Good for newcomers

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@vroulet
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vroulet commented Feb 2, 2024

Like adam or nadam, it would be nice to have mathematical descriptions of as many algorithms as possible.
To start with, having a clear description of what sgd with momentum and nesterov is would be very good.
Algorithms to do if possible below (sometimes the description may be too long). Refer to the reference each time (on arxiv you can even extract the source to potentially simply copy-paste the algorithm but make sure it matches the implementation).

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Labels
documentation Improvements or additions to documentation good first issue Good for newcomers
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