# NBML Course

From Noisebridge

Revision as of 23:13, 5 January 2011 by Mschachter (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!

### Online Machine Learning Courses

### Curriculum

#### Block 1: Basic Math and Machine Learning

- Linear Algebra
- Vectors and Matricies
- Solving Linear Systems: Gaussian Elimination

- Calculus
- Probability Theory
- Machine Learning
- The data
- The model
- Unsupervised vs. Supervised Learning
- Training a Model
- Maximum Likelihood
- Optimization
- Expectation-Maximization

#### Block 2: Linear Regression and Classification

- Linear Regression
- Bayesian Linear Regression