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[JAX/Flax readme] add philosophy doc (#12419)
* add philosophy doc * fix typos * update doc * Apply suggestions from code review Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * address Patricks suggestions * add a training example and fix typos * jit the training step * jit train step * fix example code * typo * Apply suggestions from code review Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
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