Mining Massive Datasets

Course
en
English
56 h
This content is rated 0 out of 5
Source
  • From www.coursera.org
Conditions
  • Self-paced
  • Free Access
  • Free certificate
More info
  • 7 Sequences
  • Introductive Level

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Course details

Syllabus

Week 1:
MapReduce
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:
Clustering
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

Prerequisite

None.

Instructors

  • Anand Rajaraman
  • Jure Leskovec - Computer Science
  • Jeff Ullman

Editor

Leland Stanford Junior University, better known as Stanford University, is a private American university located in Silicon Valley, south of San Francisco.

Its motto is "Die Luft der Freiheit weht", which means "The wind of freedom blows".

Ranked among the world's top universities in most international rankings, it enjoys great prestige.

Platform

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

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