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Adding the implementation for SGD with decoupled weight decay #155

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ArlindKadra
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I was a bit surprised, but I actually did not see anywhere the implementation for SGD with decoupled weight decay. If it was, you can just reject this PR.

Remove Optional keyword for variables that it is not needed.
@franchuterivera franchuterivera changed the base branch from refactor_development to development May 7, 2021 09:01
@ravinkohli
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I think this PR is worth relooking. @ArlindKadra would you like to update it so we can merge it with development? I can also take ownership.

@ravinkohli ravinkohli changed the base branch from master to development July 21, 2022 09:11
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