Page Index - mltheory/CS7545 GitHub Wiki

125 page(s) in this GitHub Wiki:

• Home
• CS7545 Spring 2024 wiki
• Note: the main course page is here
• Lecture content
• Some other stuff
• Future lectures
• Move these items up when you've completed compiling your notes!
• CS7545_Sp23_Lecture_01
• Please reload this page
• CS7545_Sp23_Lecture_02: Norms and Inequalities
• Please reload this page
• CS7545_Sp23_Lecture_03: Convex Analysis
• Please reload this page
• CS7545_Sp23_Lecture_04: Convex Analysis Continued and Statistics Review
• Please reload this page
• CS7545_Sp23_Lecture_05: Deviation Bounds
• Please reload this page
• CS7545_Sp23_Lecture_06: Intro to Statistical Learning Theory
• Please reload this page
• CS7545_Sp23_Lecture_07: Statistical Learning and ERM
• Please reload this page
• CS7545_Sp23_Lecture_08: Introduction to Rademacher Complexity
• Please reload this page
• CS7545_Sp23_Lecture_09: Rademacher Complexity
• Please reload this page
• CS7545_Sp23_Lecture_10: Rademacher Complexity Continued
• Please reload this page
• CS7545_Sp23_Lecture_11: Introduction to VC Dimensions
• Please reload this page
• CS7545_Sp23_Lecture_12
• Please reload this page
• CS7545_Sp23_Lecture_13: VC Dimension
• Please reload this page
• CS7545_Sp23_Lecture_14: Sauer Shelah Lemma
• Please reload this page
• CS7545_Sp23_Lecture_15: Online Learning
• Please reload this page
• CS7545_Sp23_Lecture_16: Online Gradient Descent
• Please reload this page
• CS7545_Sp23_Lecture_17: Online Gradient Descent 2
• Please reload this page
• CS7545_Sp23_Lecture_18: Online Exponential Optimization
• Please reload this page
• CS7545_Sp23_Lecture_19: Prediction with Expert Advice
• Please reload this page
• CS7545_Sp23_Lecture_20: Perfect Experts and Game Theory
• Please reload this page
• CS7545_Sp23_Lecture_21: Minimax Theorem
• Please reload this page
• CS7545_Sp23_Lecture_22: Online Learning for Equilibrium
• Please reload this page
• CS7545_Sp23_Lecture_23: Boosting for Equilibrium
• Please reload this page
• CS7545_Sp23_Lecture_25: Introduction to Complexity of Neural Networks
• Please reload this page
• CS7545_Sp23_Lecture_26: VC Dimension of Neural Networks
• Please reload this page
• CS7545_Sp23_Lecture_27: Generalization Bounds are Vacuous in Deep Learning
• Please reload this page
• CS7545_Sp23_Lecture_Scribe_Signup
• Please reload this page
• CS7545_Sp23_Lecture_template
• Please reload this page
• CS7545_Sp24_Lecture_01
• Please reload this page
• CS7545_Sp24_Lecture_02
• Please reload this page
• CS7545_Sp24_Lecture_03
• Please reload this page
• CS7545_Sp24_Lecture_04: Convex Analysis
• Please reload this page
• CS7545_Sp24_Lecture_05: Probability Basics
• Please reload this page
• CS7545_Sp24_Lecture_06: Binary Classification
• Please reload this page
• CS7545_Sp24_Lecture_07: Generalization Error Bounds
• Please reload this page
• CS7545_Sp24_Lecture_08: Uniform Convergence Generalization Bound
• Please reload this page
• CS7545_Sp24_Lecture_09: Rademacher Complexity
• Please reload this page
• CS7545_Sp24_Lecture_10
• Please reload this page
• CS7545_Sp24_Lecture_11
• Please reload this page
• CS7545_Sp24_Lecture_12
• Please reload this page
• CS7545_Sp24_Lecture_13: VC‐Dimension Contd. & Sauer‐Shelah Lemma
• Please reload this page
• CS7545_Sp24_Lecture_14: Introduction to Online Learning
• Please reload this page
• CS7545_Sp24_Lecture_15: Online Convex Optimization & Gradient Descent
• Please reload this page
• CS7545_Sp24_Lecture_16
• Please reload this page
• CS7545_Sp24_Lecture_17
• Please reload this page
• CS7545_Sp24_Lecture_18
• Please reload this page
• CS7545_Sp24_Lecture_19
• Please reload this page
• CS7545_Sp24_Lecture_20
• Please reload this page
• CS7545_Sp24_Lecture_21
• Please reload this page
• CS7545_Sp24_Lecture_22
• Please reload this page
• CS7545_Sp24_Lecture_22: Game Theory
• Please reload this page
• CS7545_Sp24_Lecture_24: Optimal betting strategies, gambling and online portfolio optimization
• Please reload this page
• CS7545_Sp24_Lecture_25: Hallucination
• Please reload this page
• CS7545_Sp24_Lecture_Scribe_Signup
• Please reload this page
• CS7545_Sp24_Practice_Exam_1
• Please reload this page
• CS7545_Sp24_Practice_Exam_2
• Please reload this page
• Home for Spring 2023
• Please reload this page
• Markdown_Latex_Issues
• Please reload this page
• Objectives for cleaning up lecture notes
• Please reload this page