020302-ML - Sadegh Sulaimany homepage

Machine Learning (Spring 2024)

💥 Final Grades (New) 💥

Reference 1 - Foundation Of Machine Learning, Mehryar Mohri

Reference 2 - Machine Learning, Tom M. Mitchell

Reference 3 - The Hundred-Page Machine Learning Book

Homework & Project Page

Handouts

Session 1 - Intro to Machine Learning - Data Preprocessing
Session 2- Unsupervised Learning - Clustering (Hierarchical)
Session 3- Unsupervised Leaning - Clustering (Partitioning)
Session 4- Unsupervised Leaning - Clustering (Density Based)
Session 5 - Supervised Learning Basics
Session 6 - k-NN Classifier
Session 7 - Decision Tree Classifier
Session 8 - Regression (Linear and Logistic) & Gradient Decent
Session 9 - Naive Bayes
Session 10 - Reinforcement Learning

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