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, 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.