ODTU-MTH221-2023

This is the course homepage for MTH 221: Fundamentals of Machine Learning at the Middle East Technical University. You are looking at the current version (Fall 23/24).

Weekly Topics and Materials

Below are the weekly topics and links to related materials:

1. Week

Basic Concepts of Machine Learning

2. Week

Introduction to Classification and KNN

3. Week

Perceptron and Evaluation Metrics

4. Week

MLE & MAP & Naive Bayes

5. Week

Linear Regression & Gradient Descent

6. Week

Logistic Regression

7. Week

Support Vector Machines

8. Week

Guest Lectures

• Yunuscan Koçak (Machine Learning Scientist @Booking)
• Salim Tütüncü (Senior Solutions Architect @AWS)
• Barkın Sarıtaş (Senior Sales Strategy, Planning & Operations Manager @Github)