CS246:
Mining Massive Data Sets
Winter 2016
Video archive for CS246
| Date | Title | Download | Size |
|---|---|---|---|
| Jan 5 2016 | Introduction | MP4 | 385 MB |
| Jan 7 2016 | Frequent itemsets and Association rules | MP4 | 360MB |
| Jan 12 2016 | Locality Sensitive Hashing | MP4 | 380MB |
| Jan 14 2016 | Theory of Locality Sensitive Hashing | MP4 | 381MB |
| Jan 19 2016 | Clustering | MP4 | 375MB |
| Jan 21 2016 | Dimensionality Reduction: SVD and CUR | MP4 | 384MB |
| Jan 26 2016 | Recommender systems: Content-based and Collaborative filtering | MP4 | 368MB |
| Jan 28 2016 | Recommender systems: Latent Factor Models | MP4 | 360MB |
| Feb 2 2016 | Link Analysis: PageRank | MP4 | 351MB |
| Feb 4 2016 | Link Analysis: Web spam and TrustRank, Random Walks with Restarts | MP4 | 389MB |
| Feb 9 2016 | Analysis of Massive Graphs | MP4 | 383 MB |
| Feb 11 2016 | Detecting overlapping communities | MP4 | 370MB |
| Feb 16 2016 | Large-Scale Machine Learning: Support Vector Machines | MP4 | 378MB |
| Feb 18 2016 | Large-Scale Machine Learning: Decision Trees | MP4 | 394MB |
| Feb 23 2016 | Mining Data Streams (Part 1) | MP4 | 378MB |
| Feb 25 2016 | Mining Data Streams (Part 2) | MP4 | 390MB |
| Mar 1 2016 | Web Advertising | MP4 | 369MB |
| Mar 3 2016 | Web Advertising (contd.), comparison between MapReduce-like systems and bulk-synchronous systems | MP4 | 363MB |
| Mar 08 2016 | Optimizing Submodular Functions | MP4 | 327MB |
| Jan 08 2016 | Probability Theory Review | MP4 | 363MB |
| Jan 15 2016 | Linear Algebra Review | MP4 | 217MB |