Intro to important concepts in machine learning: supervised/unsupervised learning algorithms, overfitting/underfitting (bias/variance trade-off).
If you want a guide on how to get started with machine learning take a look at my blog post http://blog.benfreu.com/2016/01/how-to-learn-machine-learning/