Links, Resources
Refresher
- Prob-Stats refresher theory
- Another refresher. Many more are available on the net (including videos).
- Linear algebra
- Convex optimization refresher (Stanford) Part I and Part 2. For a detailed
treatment see Boyd and Vandenberghe's book.
Software
- Python libraries
- Scikit-learn.
- PyMC.
- MLPy and
PyBrain. Not being maintained very well.
- SciPy.
Some ML algorithms.
- Java based
- Weka tool kit (Java).
- JSAT.
- R
- Octave.
- Apache Mahout. A lower level
library that can be used to implement ML algorithms.
- C++
- Shogun.
- Vowpal Wabbit.
- MLPACK.
- MLC++.
Miscellaneous
- How to pick an ML algorithm