Introduction to Machine Learning - 10-701/15-781


  • Application - building a startup

  • Infrastructure

    • Computers and Clouds

    • Storage

    • Fault tolerance

  • Processing paradigms

    • MapReduce

    • Streaming

    • (key,value) store

  • Algorithmic templates

    • Consistent hashing

    • Distributed hash table

  • Machine learning

    • Distributed optimization

    • Distributed sampling

Supplementary material

Slides in PDF and Keynote coming soon. If you want to extract the equations from the slides you can do so by using LaTeXit, simply by dragging the equation images into it.


This is unedited video straight from a Lumix GF2 with a 20mm lens which should explain the sound (it doesn't have a dedicated audio input) … But it should help as a supplement with the slides (YouTube typically makes the 1080i version available within 1 week of the upload).