Basic concepts, convexity, smoothness, convergence proof of gradient descent

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References

Lecture Notes from:

• Sham Kakade,
• Ryan Tibshirani
• Ioannis Mitliagkas
• Robert Gower
• Mathurin Massias (Chapters 2 and 3).
• Yuri Nesterov’s book (Chapters 1 and 2)