| Event Type | Date | Instructor | Topic | References | Announcements |
|---|---|---|---|---|---|
| Lecture | Sep 5 | BS | Class overview. Reservoir Sampling |
Presentation-1 Link-1 |
Mini Exercise-1 due on Sep 12 |
| Lecture | Sep 7 | BS | Probability Review. Expectation, Variance, Markov Inequality, Chebyshev’s Inequality |
Presentation-2 Lecture-2 |
|
| Lecture | Sep 12 | BS | Chernoff Bound |
Presentation-3 Lecture-2 |
|
| Lecture | Sep 14 | BS | Sampling | Presentation-4 Lecture-3 Lecture-4 |
|
| Lecture | Sep 19 | BS | Hashing |
Presentation-5 Hashing Lecture-5 |
Hw-1 due on Oct 2 |
| Lecture | Sep 21 | BS | Bloom filter | Presentation-6 Bloom Filter-1 Bloom Filter-2 |
|
| No class | Sep 26 | Career Fair | |||
| Lecture | Sep 28 | DW | MapReduce | Presentation-7 | |
| Lecture | Oct 3 | DW | MapReduce implementations | Presentation-8 | Hw-2 due on Oct 16 |
| Lecture | Oct 5 | DW | MapReduce Algorithms | mapreduce-notes | |
| No class | Oct 10 | Monday Schedule | |||
| Lecture | Oct 12 | DW | More advanced, distributed setting | Presentation-9 | |
| Exam | Oct 17 | Midterm | |||
| Lecture | Oct 19 | BS | Data Streaming Algorithms and Heavy Hitter | Presentation-10 | Mini Exercise-2 due Oct 31 |
| Lecture | Oct 24 | BS | Count-Min Sketch |
Presentation-10 lecture note |
|
| Lecture | Oct 26 | BS | Frequency Moment Estimation |
Presentation-11 lecture note |
Lecture | Oct 31 | BS | Semi-streaming and MapReduce revisited | Presentation-12 |
| Lecture | Nov 2 | BS | More graph algorithms | ||
| Lecture | Nov 7 | BS | Finding similar items | Presentation-13 | Homework 3 posted, due on Dec 1st 4pm |
| Lecture | Nov 9 | BS | Locality Sensitive Hashing |
Presentation-14 lecture note |
|
| Lecture | Nov 14 | BS | Clustering |
Presentation-15 lecture note |
|
| Lecture | Nov 16 | BS | Correlation Clustering and Interactive Clustering | Presentation-16 | |
| No class | Nov 21 | Thanksgiving recess | |||
| No class | Nov 23 | Thanksgiving recess | |||
| Lecture | Nov 28 | DW | Learning Algorithms | ||
| Lecture | Nov 30 | DW | Learning Algorithms | Mini-Exercise 3 posted, due on Dec 7th | |
| Lecture | Dec 5 | DW | Learning Algorithms | ||
| Lecture | Dec 7 | BS | Lower bounds | Presentation-17 lower-bounds |
|
| No class | Dec 12 | No class due to Instructor travel | |||
| Exam | Dec 19 | In class final exam between 10:30am - 12:30pm |