Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2012

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This is the syllabus for Machine Learning with Large Datasets 10-605 in Spring 2012.

January

February

March

April

  • Tues Apr 3. LDA-like models for text and graphs; guest lecture from Partha Talukdar
  • Thus Apr 5. Tentative: Guest lecture by U Kang, CMU.
  • Tues Apr 10. Speeding up LDA-like models: sampling and parallelization
  • Thus Apr 12. Fast KNN and similarity joins 1.
  • Tues Apr 17. Fast KNN and similarity joins 2.
  • Thus Apr 19. no class - Carnival
  • Tues Apr 24. Online LDA
  • Thus Apr 26. TBD.

May

  • Tues May 1. Project reports.
  • Thus May 3. Project reports.
  • Fri May 4.
    • Project writeups due at 5:00pm. Submit a paper to Blackbook in PDF in the ICML 2012 format (up to 8pp double column), except, of course, do not submit it anonymously.