- From www.coursera.org
Mining Massive Datasets
Course
en
English
56 h
This content is rated 0 out of 5
- Self-paced
- Free Access
- Free certificate
- 7 Sequences
- Introductive Level
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.
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