Add quantize to doc page

[jerryzh168]

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[pytorch-bot]

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[msaroufim]

So I was going over this https://docs-preview.pytorch.org/pytorch/ao/367/generated/torchao.quantization.quantize.ht

ml#torchao.quantization.quantize

The docstrings aren't particularly clear, the main omissions are

1. Not showing the various algorithms users can pass in a string or callable
2. weight settings take up too much real estate when some reasonable defaults might be better
3. you mention subclasses but i'd suspect most users would have no idea what that is
4. There isn't an example of a filter_fn

stale

[jerryzh168]

updated, but I'm not sure how to resolve 3

[msaroufim]

I'm guessing we can wait on merging this until the UX issues are finalized

[jerryzh168]

@msaroufim updated, please take a look again