[docs] Optimizer and integrations #1125
Merged
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This PR cleans up the optimizer section by separating the actionable and practical code examples from the more conceptual explanations of how 8-bit optimizers work. I also added very brief code examples in the Integration section to better show how they work for each HF library. Other more minor things include:
➖ remove duplicate Quantization doc from the API section
➕ new explanation doc for how 8-bit optimizers work
cc @Titus-von-Koeller