Difference between revisions of "Course: Big Data 2014"

From VistrailsWiki
Jump to navigation Jump to search
Line 42: Line 42:


== Week 3 -- Feb 10: Overview: Relational Model and SQL  ==
== Week 3 -- Feb 10: Overview: Relational Model and SQL  ==
* Lecture notes:  http://vgc.poly.edu/~juliana/courses/BigData2014/Lectures/relational-algebra.pdf
* Lecture notes:   
** http://vgc.poly.edu/~juliana/courses/BigData2014/Lectures/relational-algebra.pdf
** http://vgc.poly.edu/~juliana/courses/BigData2014/Lectures/sql-intro.pdf
** http://vgc.poly.edu/~juliana/courses/BigData2014/Lectures/sql-more.pdf
* Other useful reading:  
* Other useful reading:  
** [http://philip.greenspun.com/sql/introduction.html Greenspun's SQL for Web Nerds Intro]
** [http://philip.greenspun.com/sql/introduction.html Greenspun's SQL for Web Nerds Intro]

Revision as of 20:02, 10 February 2014

DS-GA 1004/CSCI-GA 2568 Big Data: Tentative Schedule -- subject to change

  • Lecture: Mondays, 7:10pm-9:00pm at Cantor, room 101. Note new location!
    • Cantor Film Center (CANTR), 36 E 8th St, New York, NY 10003
  • Lab: Thursdays, 7:10pm-8:00pm at CIWW, room 109. Always bring your laptop.
    • Warren Weaver Hall (CIWW), 251 Mercer St, New York, NY 10012

News

  • Starting on Feb 10th, our class will meet at a new location: Cantor 101
  • We will have lab on Thu at CIWW, room 109. Bring your laptop!

Background (4 weeks)

Week 1 -- Jan 27: Course Overview; the evolution of Data Management


Week 2 -- Feb 3: Introduction to Databases

Week 3 -- Feb 10: Overview: Relational Model and SQL

Week 4 -- Feb 24: Overview: Advanced SQL and Query Optimization

Big Data Foundations and Infrastructure (4 weeks)

Week 5 -- Mar 3: Cloud computing, Map Reduce and Hadoop

Week 6 -- Mar 10: Data Management for Big Data

Week 7 -- Mar 24: No-SQL and NewSQL Systems

Week 8 -- Mar 31: Query Processing on Mapreduce and High-level Languages

Big Data Algorithms and Techniques (6 weeks)

Week 9 -- Apr 7: Map Reduce Algorithm Design

Week 10 -- Apr 14: Finding similar items and information integration

Week 11 -- Apr 21: Graph Analysis

Week 12 -- Apr 28: Frequent Itemset Mining

Week 13 -- May 5: Interactive Analysis and Visualization of Big Data

Week 14 -- May 12: Machine Learning for Big Data

Week 15 -- May 19: Final Exam