Reading List

Tutorials

  • Think Stats, Exploratory Data Analysis in Python

  • Weka For Regression

Software

  • Weka

  • MATLAB or Octave: Coursera Machine Learning suggests to use this.

  • scikit: Udacity Introduction to Machine Learning suggests on using this.

  • Weka Tutorial

  • StackOverflow question for XOR case

  • Weka Command Line Options

Books

  • Mitchell’s Book.

Courses

  • Introduction to Machine Learning in Udacity

    • Introduction to Inferential Statistics

    • Introduction to Descriptive Statistics

  • Introduction to Machine Learning in Coursera

    • Familiarity with the basic probability theory. (CS109 or Stat116 is sufficient but not necessary.)

    • Familiarity with the basic linear algebra (any one of Math 51, Math 103, Math 113, or CS 205 would be much more than necessary.)

Presentation

  • Andrew Moore’s tutorial

  • Bottom up Pruning

  • Computational Learning Theory

References

  • Michael Jordan

Chapter References

  • Bayesian Learning Extension