Date Lecture Readings Logistics
Tues, 2025/09/23 Lecture #1 :
Introduction to Machine Learning
[ slides #1 slides #2 ]

Thurs, 2025/09/25 Lecture #2 :
Introduction to Machine Learning (continued), Linear Regression
[ slides #1 ]

Sun, 2025/09/28 Lecture #3 :
Linear Regression (continued)
[ slides #1 ]

补10月7号课程; Lab1 Out
Tues, 2025/09/30 Lecture #4 :
Linear Regression (continued), Logistic Regression
[ slides #1 ]

今天有实验课
Thurs, 2025/10/09 Lecture #5 :
Logistic Regression (continued)
[ slides #1 ]

HW1 Out
Tues, 2025/10/14 Lecture #6 :
Model Selection & Evaluation
[ slides #1 ]

今天有实验课
Thurs, 2025/10/16 Lecture #7 :
Model Selection & Evaluation (continued)
[ slides #1 ]

Tues, 2025/10/21 Lecture #8 :
Support Vector Machine (Formulation)
[ slides #1 ]

Thurs, 2025/10/23 Lecture #9 :
Support Vector Machine (Optimization)
[ slides #1 ]

Tues, 2025/10/28 Lecture #10 :
Support Vector Machine (Soft margin)
[ slides #1 ]

Thurs, 2025/10/30 Lecture #11 :
Support Vector Machine (Kernel)
[ slides #1 ]