1. Spotify uses a range of large scale machine learning methods to find interesting music recommendations. Using large amounts of implicit data, collaborative filtering is behind features such as radio, related artists, and a number of soon to be released features. These are powered by matrix factorization and other methods that have been scaled up to 100s of billions of data points.

    # vimeo.com/57900625 Uploaded 2,005 Plays 1 Comment
  2. Jeff Hammerbacher discussing Cloudera ML at NYC Machine Learning Meetup

    # vimeo.com/67151773 Uploaded 230 Plays 1 Comment
  3. Cathy O'Neal speaking on "A recommendation system and MapReduce"

    # vimeo.com/64445499 Uploaded 225 Plays 3 Comments
  4. Center for Speech and Language Processing
    Johns Hopkins University
    2007 August 15

    clsp.jhu.edu/ws2007/seminars/lecture_cortes.php

    # vimeo.com/30651421 Uploaded 239 Plays 0 Comments
  5. # vimeo.com/71889190 Uploaded 1,372 Plays 0 Comments

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Gaurav Chakravorty

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