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Enhance SAG.md with detailed SAG method explanations#307

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Enhance SAG.md with detailed SAG method explanations#307
Invader1719 wants to merge 1 commit into
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Invader1719:patch-1

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Expanded the SAG method section with detailed explanations of its motivation, implementation, and convergence properties. Added a summary table comparing SAG with GD and SGD, along with notable facts and implementation notes.

Expanded the SAG method section with detailed explanations of its motivation, implementation, and convergence properties. Added a summary table comparing SAG with GD and SGD, along with notable facts and implementation notes.
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