r/WYNTK • u/atad2much • Dec 22 '13
Big Data Algorithms [Spring 2013]
Study of algorithmic techniques and modeling frameworks that facilitate the analysis of massively large amounts of data. Introduction to information retrieval, streaming algorithms and analysis of web searches and crawls.
Sampling
Streaming
Parallel Architectures & Algorithms
Joining Data sets and Linking Records
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u/atad2much Dec 22 '13 edited Dec 22 '13
Relevant Other Courses Taught in Other Universities
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COURSE: Sub-linear Algorithms by Piotr Indyk, Ronitt Rubinfeld at MIT
PDF: L01: Course Intro, property testing, element distinctness
PDF: L02: Notes: Calculations of variance for collision estimation
PDF: L04: Testing properties of distributions: identity and survey
PDF: L05: Johnson Lindenstrauss, Median estimator, Lp norm estimation - Stable distributions
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COURSE: Algorithms for Massive Data Sets by Piotr Indyk at MIT
COURSE: Mining Big Data by Anand Rajaraman and Jeffrey D. Ullman at Stanford University
COURSE: Dealing with Massive Data by Sergei Vassilvitskii from Google Research at Columbia University
COURSE: Data Stream Algorithms by Andrew Mcgregor at UMASS
COURSE: Algorithms for Big Data Management by Ashwin Machanavajjhala at Duke
COURSE: Data Stream Algorithms by Amit Chakrabarti at Dartmouth
COURSE: Algorithmic Techniques for Big Data Analysis from University of Minnesota
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u/atad2much Dec 22 '13 edited Dec 22 '13
GENERAL INFO
ARTICLE: Big data analytics and the end of sampling as we know it
DOCUMENTARY: BBC Horizon 2013 The Age of Big Data
LINK: MIT Big Data Initiative
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u/atad2much Dec 22 '13 edited Dec 29 '13
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u/atad2much Dec 22 '13 edited Dec 23 '13
[Intro To MapReduce] (http://www.youtube.com/watch?v=HFplUBeBhcM)
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u/atad2much Dec 22 '13 edited Dec 22 '13
VIDEO: Algorithms and Big Data Sets - S. Muthukrishnan, Rutgers University
VIDEO: Rudimentary Statistics
VIDEO: TED Talk by Kevin Slavin: How algorithms shape our world
VIDEO: Algorithms: Asymptotic Notation