NBML Course: Difference between revisions

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=== Curriculum ===
=== Curriculum ===


==== Block 1: Basic Math and Machine Learning ====
==== The Fundamentals: Basic Math and Machine Learning Theory ====
*[[Machine_Learning/NBML/Linear Algebra|Linear Algebra]]
*[[Machine_Learning/NBML/Linear Algebra|Linear Algebra]]
**[[Machine_Learning/NBML/Linear Algebra/Vectors and Matricies|Vectors and Matricies]]
**[[Machine_Learning/NBML/Linear Algebra/Vectors and Matricies|Vectors and Matricies]]

Revision as of 00:53, 6 January 2011

Noisebridge Machine Learning Course

We're trying to come up with a hands-on curriculum for teaching Machine Learning at Noisebridge. Please help out in any way you can, such as:

  1. Volunteer to teach a course in one of the subjects below
  2. Fill in one of the subjects below with links to learning material and related software
  3. Show up to classes and asking questions
  4. Join the ML Mailing List and talk about stuff
  5. Don't talk shit on mathematics, it wants to be your friend.

Online Machine Learning Courses

Curriculum

The Fundamentals: Basic Math and Machine Learning Theory

Linear Regression

Block 3: Linear Classification (non-SVM)

  • Linear Classification
    • Binary vs. Multi-class
      • One-versus-the-rest, one-versus-one
    • Discriminant Functions