Spring 2025: STAT210B: Theoretical Statistics

  • Textbook: High-dimensional statistics: A non-asymptotic viewpoint.

    • Fall 2024: STAT154/254: Modern Statistical Prediction and Machine Learning

  • Textbook: An Introduction to Statistical Learning, Elements of Statistical Learning .

    • Spring 2024: STAT154/254: Modern Statistical Prediction and Machine Learning

  • Textbook: An Introduction to Statistical Learning, Elements of Statistical Learning .

    • Spring 2023: STAT210B: Theoretical Statistics

  • Textbook: High-dimensional statistics: A non-asymptotic viewpoint.

    • Fall 2022: STAT210A: Theoretical Statistics

  • Textbook: Keener, Theoretical Statistics: Topics for a Core Course, Springer 2010.

    • Spring 2022: STAT210B: Theoretical Statistics

  • Textbook: High-dimensional statistics: A non-asymptotic viewpoint.

    • Fall 2021: STAT154: Modern Statistical Prediction and Machine Learning

  • Textbook: An Introduction to Statistical Learning, Elements of Statistical Learning .

    • Spring 2021: STAT260: Mean Field Asymptotics in Statistical Learning

  • A topic course on high dimensional statistics, methods from statistical physics, replica method, random matrices, Gordon's inequality, and approximate message passing.