My Machine Learning Course
2023, Jan 10
The slides of CSE 427: Machine Learning, one of the courses I am teaching at BRAC University can be found here. Here are the first few lectures. I will add more lectures here as the classes of Spring 2023 progress.
Machine Learning
- Lecture 1 - What does it mean to learn?
- Lecture 2 - PAC Learnability
- Lecture 3 - The Bias vs Complexity Trade-off
- Lecture 4 - The Vapnik Chervonenkis Dimension
- Lecture 5 - The Computational Complexity of Learning
- Lecture 6 - Linear & Non-linear Models ( Linear Regression, Linear Classification, Logistic Regression, Softmax Regression)
- Lecture 7 - Maximum Likelihood Estimation
- Lecture 8 - Gradient Descent
- Lecture 9 - Boosting
- Lecture 10 - Model Selection and Validation
- Lecture 11 - Artificial Neural Networks