This class teaches algorithms for extracting models and other information from very large amounts of data. The emphasis is on techniques that are efficient and that scale well.
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The professors are thorough and explain the subject in a way that any one can understand. Profs. Leskovec and Rajaraman are excellent!
It covers a variety of techniques like Clustering, Support Vectors, Decision trees, to data mining techniques and graph analysis problems, all in great detail and in an easy to understand manner.
I bought the book, and this course certainly helped in simplifying some of the sections that were not so easy to grasp.