Data Mining 2015/16 spring

Lectures

Videolectures on Panopto Server

L1: 11.02. Introduction to course and Data Mining

• Slides: PDF PDF 6up

L2: 18.02. Introduction to R - a tutorial by Ilya Verenich

• See - https://courses.cs.ut.ee/2016/dm2016/spring/Main/Links
• https://courses.cs.ut.ee/MTAT.03.183/2016_spring/uploads/Main/R_tutorial.txt
• Video on YouTube

L3: 25.02., 3.03, 10.03 Descriptive analysis

• Slides: PDF PDF 6up

L4: 10.03, 17.03, 24.03 Frequent itemset mining

• Slides: PDF PDF 6up

L5: 24.03, 31.03, 14.04 Machine Learning

• Slides: PDF PDF 6up
• http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html
• http://playground.tensorflow.org/

L6: 07.04 Regression analysis (guest lecture by Anna Leontjeva)

• Slides: PDF PDF 6up Δ

L7: 21.04, 28.04 Clustering

• Slides: PDF PDF 6up

L8: 05.05, 12.05 OLAP and Data Cubes

• Slides: PDF PDF 6up

L9: 19.05 (guest lecture - Meelis Kull)

• Slides: PDF PDF 6up