Arif Ahmed

CSE 815 | Machine Learning

8th Batch (Sylhet Engineering College)

Machine Learning: A Probabilistic Perspective

Kevin P. Murphy (Author)

Instructor: Arif Ahmed

hello AT arifahmed DOT net


Week Topic Reading
1-2 Introduction Slide
Regression Analysis
Gradient Descent Algorithm
3 Linear Regression with Multiple Features Slide
Gradient Descent for Multiple Variables
4-5 Logistic Regression Slide
6 Regularization Slide
7-8 Neural Networks-Representation Slide
Neural Networks-Learning Slide
9 Support Vector Machines- (SVMs) Slide
10 Dimensionality Reduction (PCA) Slide
11 Anomaly Detection Slide
12 Recommender Systems Slide