Wednesday, November 5, 2014

Coursera: Mining Massive Datasets

Extremely useful course for data scientist  - Mining Massive Datasets by by Jure Leskovec, Anand Rajaraman and Jeff Ullman.

Course Syllabus

Week 1:
Link Analysis -- PageRank

Week 2:
Locality-Sensitive Hashing -- Basics + Applications
Distance Measures
Nearest Neighbors
Frequent Itemsets

Week 3:
Data Stream Mining
Analysis of Large Graphs

Week 4:
Recommender Systems
Dimensionality Reduction

Week 5:
Computational Advertising

Week 6:
Support-Vector Machines
Decision Trees
MapReduce Algorithms

Week 7:
More About Link Analysis --  Topic-specific PageRank, Link Spam.
More About Locality-Sensitive Hashing

In addition, you can buy or download for free Mining Massive Datasets book from Mining Massive Datasets web-page .

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