CS145 (Fall 2018) Discussion Materials

This course is no longer active and this site will no longer updated since December 14, 2018.

Discussion Materials for CS145, instructed by Yizhou Sun. More details on course website.

Date Content Slides & Links
Oct. 5 Math review (Basic linear algebra, probabilities, optimization) Slides Week1, Math essentials
Oct. 12 Linear Regression, Logistic Regression Slides Week2
Oct. 19 Decision Tree, SVM Slides Week3
Oct. 26 Neural Networks Slides Week4
Nov. 2 kNN, Similarity Metrics, ROC, K-Means Slides Week5
Nov. 9 Clustering: K-means, DB-SCAN Slides Week6
Nov. 30 Apriori, FP-Growth, Association Rules & Pattern Evaluation, GSP, PrefixSpan Slides Week9