Course Chapters
Table of Contents
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Learning Theory
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Core Concepts
Key Topics
Essential concepts and areas you should master in learning theory.
Percepton
Support Vector Machines
Weighted Majority
PAC Learning
VC Dimension
Ada Boost
Random Graphs
Fixed Point Iterations
Empirical Risk Minimization
Uniform Convergence
Multi-armed Bandit
Regret Minimization
K-junta Problem
Practice Problems
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