📚 The doc issue

https://pytorch.org/docs/stable/generated/torch.optim.Adam.html describes AMSGrad algorithm as follows:

The first equation should be:

https://pytorch.org/docs/stable/generated/torch.optim.AdamW.html also has the same issue.

Suggest a potential alternative/fix

It should be revised as the following:

&\hspace{10mm}\widehat{v_t}^{max} \leftarrow \mathrm{max}(\widehat{v_{t-1}}^{max},

cc @svekars @brycebortree @sekyondaMeta @AlannaBurke @vincentqb @jbschlosser @albanD @janeyx99 @crcrpar