NBML Course: Difference between revisions
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=== Curriculum === | === Curriculum === | ||
==== The Fundamentals: Basic Math | ==== The Fundamentals: Basic Math ==== | ||
*[[Machine_Learning/NBML/Linear Algebra|Linear Algebra]] | *[[Machine_Learning/NBML/Linear Algebra|Linear Algebra]] | ||
**[[Machine_Learning/NBML/Linear Algebra/Vectors and Matricies|Vectors and Matricies]] | **[[Machine_Learning/NBML/Linear Algebra/Vectors and Matricies|Vectors and Matricies]] | ||
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***[[Machine_Learning/NBML/Probability/Information Theory/Entropy|Entropy]] | ***[[Machine_Learning/NBML/Probability/Information Theory/Entropy|Entropy]] | ||
***[[Machine_Learning/NBML/Probability/Information Theory/Mutual Information|Mutual Information]] | ***[[Machine_Learning/NBML/Probability/Information Theory/Mutual Information|Mutual Information]] | ||
==== [[Machine_Learning/NBML/Machine Learning|Machine Learning]] ==== | |||
*[[Machine_Learning/NBML/Machine Learning/Data|The data]] | |||
*[[Machine_Learning/NBML/Machine Learning/Model|The model]] | |||
**[[Machine_Learning/NBML/Machine Learning/Model/Discriminative vs Generative|Discriminative vs Generative Models]] | |||
*[[Machine_Learning/NBML/Machine Learning/Learning|Unsupervised vs. Supervised Learning]] | |||
*[[Machine_Learning/NBML/Machine Learning/Training|Training a Model]] | |||
**[[Machine_Learning/NBML/Machine Learning/Maximum Likelihood|Maximum Likelihood]] | |||
**[[Machine_Learning/NBML/Machine Learning/Optimization|Optimization]] | |||
***[[Machine_Learning/NBML/Machine Learning/Optimization/Gradient Descent|Gradient Descent]] | |||
***[[Machine_Learning/NBML/Machine Learning/Optimization/Lagrange Optimization|Lagrange Optimization]] | |||
***[[Machine_Learning/NBML/Machine Learning/Optimization/Expectation-Maximization|Expectation Maxmimization]] | |||
**[[Machine_Learning/NBML/Machine Learning/Regularization|Overfitting and Regularization]] | |||
**[[Machine_Learning/NBML/Machine Learning/Bias-variance Tradeoff|Bias-Variance Tradeoff]] | |||
==== [[Machine_Learning/NBML/Linear Regression|Linear Regression]] ==== | ==== [[Machine_Learning/NBML/Linear Regression|Linear Regression]] ==== | ||
Revision as of 10:02, 6 January 2011
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!