NBML Course

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

• Stanford CS229
• MIT OCW 6.867

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