TODO.txt

CODE IMPROVEMENTS
=================

- Improve Serialization by setting the serialVersionUID in every serializable class?
- Create better Exceptions and Exception messages.
- Add multithreading support.
- Check out the Sparse Matrices/Vectors in Apache Math3 library. Use them in GaussianDPMM, MultinomialDPMM and MatrixLinearRegression.
- Add the ability to call Machine Learning algorithms from command line like in Mahout.


DOCUMENTATION
=============

- Improve the code documentation.
- Write How-to blog post on building a Text Classification model.


NEW ALGORITHMS
==============

- Rewrite PCA to avoid using RealMatrix.
- Add regularization in the currenlty supported algorithms.
- Write a Mixture of Gaussians clustering method.
- Develop the FunkSVD and PLSI as probabilistic version of SVD.
- Include an anomaly detection algorithm.
- Add the ability to search through the configuration space and find the best performing algorithmic configuration.


CHECK OUT HUGE COLLECTION LIBS, DBS AND STORAGE:
================================================

- Java StoredMap + BerkeleyDB:
	http://docs.oracle.com/cd/E17277_02/html/java/com/sleepycat/collections/StoredMap.html
	http://www.oracle.com/technetwork/database/berkeleydb/overview/index-093405.html

- Vanilla-java - HugeCollections:
	https://code.google.com/p/vanilla-java/wiki/HugeCollections

- Fastutil:
	http://fastutil.di.unimi.it/#install

- Joafip:
	http://joafip.sourceforge.net/javadoc/net/sf/joafip/java/util/PHashMap.html