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• Mathematical Foundations of Machine Learning at UChicago

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Lately

• Lecture 13 Fall 2025: Support Vector Machines

  Mathematical Foundations of Machine Learning at UChicago · 2025-11-26

• Lecture 14 Fall 2025: Gradient Descent and Stochastic Gradient Descent

  Mathematical Foundations of Machine Learning at UChicago · 2025-11-25

• Lecture 12 Fall 2025: Pseudoinverse and Kernel Ridge Regression

  Mathematical Foundations of Machine Learning at UChicago · 2025-11-15

• Lecture 11 Fall 2025: PageRank and Ridge Regression

  Mathematical Foundations of Machine Learning at UChicago · 2025-11-15

• Lecture 10 Fall 2025: Data Leakage and Matrix Completion

  Mathematical Foundations of Machine Learning at UChicago · 2025-11-15

• Lecture 9 Fall 2025: Principal Components Analysis

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-29

• Lecture 8 Fall 2025: Singular Value Decomposition

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-29

• Lecture 7 Fall 2025: Introduction to the Singular Value Decomposition

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-24

• Lecture 6 Fall 2025: Finding Orthogonal Bases

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-19

• Lecture 5 Fall 2025: Subspaces and Bases

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-19

• Lecture 4 Fall 2025: Least Squares and Optimization

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-17

• Lecture 3 Fall 2025: Least Squares

  Mathematical Foundations of Machine Learning at UChicago · 2025-10-12

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