Stochastic gradient descent

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References

• Fabian Pedregosa blog posts for intuitions and proofs.
• Lieven Vandenberghe Lecture’s notes
• Simon Lacoste-Julien Lecture notes on stochastic subgradient method and convex optimization -Guillaume Garrigos and Robert Gower monography