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Efficient Computation

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Optimization

1-optimization-problem
2-convex-set
3-convex-function
4-linear-programming
5-conic-linear-programming
6-optimizaition-under-uncertainty
7-quadratically-constrained-quadratic-programming
8-nonlinear-programming

Machine Learning Theory

0-intro
1-exp-family
2-uniform-convergence
3-rademacher-complexity
4-vc-dimension
5-kernel-methods
6-online-learning

Distributed System

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Machine Learning Theory

Machine Learning Theory

This page contains the notes taken from CUHK’s CSCI5030.

Last updated on Jul 10, 2022

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