This is a very quick run-through of some basic nonparametric (the old kind) prediction methods
- Decision Trees
- Random Forests
- Ensemble Methods
For more reading, check out An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani (available through Springer, as well as the scikit-learn documentation.