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Related lectures (6)
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Statistical Learning Theory: Crash Course
Offers a crash course on statistical learning theory, covering PAC-learning and loss functions.
Nonuniform Learnability and Structural Risk Minimization
Explores nonuniform learnability, PAC theorems, and structural risk minimization in machine learning.
Growth rate and uniform convergence
Explores growth rate, uniform convergence, PAC learning, and distribution learning challenges.
Safe Machine Learning: Cryptographic Opportunities
Explores the intersection between machine learning and cryptography, focusing on safe machine learning through cryptographic tools and models.
Introduction to Machine Learning: Basics and Examples
Introduces the basics of machine learning, covering supervised learning, reinforcement learning, and dimension reduction.
Uniform convergence and No-Free-Lunch theorem
Explores uniform convergence, loss functions, and the No-Free-Lunch theorem in machine learning.