ML is a very interesting field. Great resources can be found on: http://www.aaai.org/AITopics/html/machine.html http://aima.cs.berkeley.edu/ai.html

Start by reading and completely understanding a few of the simpler machine learning algorithm (Backpropagation neural networks for example), how&why they work. and continue from there.