NBML Course: Difference between revisions
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***[[Machine_Learning/NBML/Machine Learning/Bias-variance Tradeoff|Bias-Variance Tradeoff]] | ***[[Machine_Learning/NBML/Machine Learning/Bias-variance Tradeoff|Bias-Variance Tradeoff]] | ||
==== | ==== Linear Regression ==== | ||
*Linear Regression | *[[Machine_Learning/NBML/Linear Regression|Linear Regression]] | ||
**Least Squares Formulation | **[[Machine_Learning/NBML/Linear Regression/Least Squares|Least Squares Formulation]] | ||
**Maximum | **[[Machine_Learning/NBML/Linear Regression/Maximum Likelihood| Maximum Likelihood Formulation]] | ||
**Regularization | **[[Machine_Learning/NBML/Linear Regression/Regularization|Regularization]] | ||
***Ridge Regression (L2) | ***[[Machine_Learning/NBML/Linear Regression/Ridge|Ridge Regression (L2)]] | ||
***Lasso Regression (L1) | ***[[Machine_Learning/NBML/Linear Regression/Lasso|Lasso Regression (L1)]] | ||
***Least-angle/Elastic Net Regression | ***[[Machine_Learning/NBML/Linear Regression/LARS|Least-angle/Elastic Net Regression]] | ||
**Bayesian Linear Regression | **[[Machine_Learning/NBML/Linear Regression/Bayesian|Bayesian Linear Regression]] | ||
==== Block 3: Linear Classification (non-SVM) ==== | ==== Block 3: Linear Classification (non-SVM) ==== |
Revision as of 00:52, 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 asking 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
Block 1: Basic Math and Machine Learning
Linear Regression
Block 3: Linear Classification (non-SVM)
- Linear Classification
- Binary vs. Multi-class
- One-versus-the-rest, one-versus-one
- Discriminant Functions
- Binary vs. Multi-class