Machine learning

Spring 2013/2014

ITI8565: Machine learning

Taught by: Kairit Sirts

EAP: 6.0

Time and place: Fridays

 Lectures: 16:00-17:30  X-406
 Labs: 17:45-19:15  X-412

Additional information: sirts@ioc.ee, juhan.ernits@ttu.ee

The course is organised by the Department of Comptuer Science. The course is supported by IT Academy.

Lecture 1: Introduction, decision trees

Slides

Example made in class - When to play tennis?

Reading - contains also the full algorithm for decision tree learning with divide-and-conquer strategy.

First homework is open in moodle. For submitting you have to register to the course

Lecture 2: K nearest neighbours

Slides

Reading

Latex example

Latex example code

Latex tutorial

Lecture 3: K-means clustering, MLE principle

Slides