# NBML Course

From Noisebridge

Revision as of 21:10, 13 January 2011 by Cymraegish (Talk | contribs)

## Contents |

## 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:

- Volunteer to teach a course in one of the subjects below
- Fill in one of the subjects below with links to learning material and related software
- Show up to classes and ask questions
- Join the ML Mailing List and talk about stuff
- Don't talk shit on mathematics - it wants to be your friend!

### Online Machine Learning Courses

### Curriculum

#### Machine Learning

#### Linear Regression

#### Linear Classification

#### Generalized Linear Models

#### Support Vector Machines

#### Neural Networks

#### Clustering and Dimensional Reduction

- K-Means Clustering
- Principle Component Analysis
- Independent Component Analysis
- Dimensional Reduction and Clustering for Visualization
- Clustering Techniques for Text Collections

#### Graphical Models

#### Hidden Markov Models

#### The Fundamentals: Basic Math

*Note: it's not essential to understand everything in this section! But the more you learn, the more things will make sense. Wikipedia is your friend. *