Here is the tutorial I used by Steve Cook on youtube.
Links to downloads libraries for java:
Here is the data:
The basics of Mahout (which is an Apache product) is to accomplish the following:
- Collaborative Filtering (recommendations)
- Classification (spam email or not)
- Clustering (Google news)