Add supported list of optimizers

Author: jettify

README.rst

@@ -34,6 +34,30 @@ Installation process is simple, just::
 Supported Optimizers
 ====================
 
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `AccSGD`_   | https://arxiv.org/abs/1909.11015                                              |
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `AdaMod`_   | https://arxiv.org/abs/1904.00962                                              |
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `DiffGrad`_ | https://arxiv.org/abs/1909.11015                                              |
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `Lamb`_     | https://arxiv.org/abs/1904.00962                                              |
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `RAdam`_    | https://arxiv.org/abs/1908.03265                                              |
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `SGDW`_     | https://arxiv.org/abs/1904.00962                                              |
++-------------+-------------------------------------------------------------------------------+
+|             |                                                                               |
+| `Yogi`_     | https://papers.nips.cc/paper/8186-adaptive-methods-for-nonconvex-optimization |
++-------------+-------------------------------------------------------------------------------+
+
+
 AccSGD
 ------
 .. image:: https://raw.githubusercontent.com/jettify/pytorch-optimizer/master/docs/rastrigin_AccSGD.png