Page Index - mltheory/CS7545 GitHub Wiki
64 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
- CS7545_Sp23_Lecture_02: Norms and Inequalities
- CS7545_Sp23_Lecture_03: Convex Analysis
- CS7545_Sp23_Lecture_04: Convex Analysis Continued and Statistics Review
- CS7545_Sp23_Lecture_05: Deviation Bounds
- CS7545_Sp23_Lecture_06: Intro to Statistical Learning Theory
- CS7545_Sp23_Lecture_07: Statistical Learning and ERM
- CS7545_Sp23_Lecture_08: Introduction to Rademacher Complexity
- CS7545_Sp23_Lecture_09: Rademacher Complexity
- CS7545_Sp23_Lecture_10: Rademacher Complexity Continued
- CS7545_Sp23_Lecture_11: Introduction to VC Dimensions
- CS7545_Sp23_Lecture_12
- CS7545_Sp23_Lecture_13: VC Dimension
- CS7545_Sp23_Lecture_14: Sauer Shelah Lemma
- CS7545_Sp23_Lecture_15: Online Learning
- CS7545_Sp23_Lecture_16: Online Gradient Descent
- CS7545_Sp23_Lecture_17: Online Gradient Descent 2
- CS7545_Sp23_Lecture_18: Online Exponential Optimization
- CS7545_Sp23_Lecture_19: Prediction with Expert Advice
- CS7545_Sp23_Lecture_20: Perfect Experts and Game Theory
- CS7545_Sp23_Lecture_21: Minimax Theorem
- CS7545_Sp23_Lecture_22: Online Learning for Equilibrium
- CS7545_Sp23_Lecture_23: Boosting for Equilibrium
- CS7545_Sp23_Lecture_25: Introduction to Complexity of Neural Networks
- CS7545_Sp23_Lecture_26: VC Dimension of Neural Networks
- CS7545_Sp23_Lecture_27: Generalization Bounds are Vacuous in Deep Learning
- CS7545_Sp23_Lecture_Scribe_Signup
- CS7545_Sp23_Lecture_template
- CS7545_Sp24_Lecture_01
- CS7545_Sp24_Lecture_02
- CS7545_Sp24_Lecture_03
- CS7545_Sp24_Lecture_04
- CS7545_Sp24_Lecture_05
- CS7545_Sp24_Lecture_06
- CS7545_Sp24_Lecture_07
- CS7545_Sp24_Lecture_08
- CS7545_Sp24_Lecture_09
- CS7545_Sp24_Lecture_10
- CS7545_Sp24_Lecture_11
- CS7545_Sp24_Lecture_12
- CS7545_Sp24_Lecture_13
- CS7545_Sp24_Lecture_14
- CS7545_Sp24_Lecture_15
- CS7545_Sp24_Lecture_16
- CS7545_Sp24_Lecture_17
- CS7545_Sp24_Lecture_18
- CS7545_Sp24_Lecture_19
- CS7545_Sp24_Lecture_20
- CS7545_Sp24_Lecture_21
- CS7545_Sp24_Lecture_22
- CS7545_Sp24_Lecture_23
- CS7545_Sp24_Lecture_Scribe_Signup
- CS7545_Sp24_Practice_Exam_1
- CS7545_Sp24_Practice_Exam_2
- Home for Spring 2023
- Markdown_Latex_Issues
- Objectives for cleaning up lecture notes