NBML Course
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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