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CS 4641 - Machine Learning

Schedule

Aug 23
Course Introduction
PML Chapter 1
Aug 25
Decision Trees
CIML Chapter 1 (Quinlan, 1986)
Aug 30
Statistical Estimation (Problem Set 1 due)
PML 2.1-2.3
Sep 1
No Class (No Class - Alan is speaking at the University of Notre Dame)
Sep 8
Statistical Estimation (cont.)
PML 4.1-4.2.5
Sep 13
Naive Bayes (Project 1 Due)
CIML 9.1-9.5, PML 2.5.4
Sep 20
Linear Regression
PML 11.1-11.2, CIML 9.6-9.7
Sep 22
Logistic Regression
PML 10.1-10.3 Notes on Naive Bayes and Logistic Regression
Sep 27
Logistic Regression (cont) and Perceptron
CIML Chapter 4
Oct 5
Problem Set 2 Due