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- 0. Introduction
- 1. First order methods
- 10. Variance reduction
- 11. Regularization
- 12. Zeroth order methods
- 2. Momentum
- 3. Adaptive methods
- 4. Second order methods
- 5. Quasi-Newton methods
- 6. Conjugate gradient
- 7. Least squares
- 8. Line search
- 9. Trust region
- advanced/A1. Preconditioning and whitening
- search
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