Four pictures were posted recently on Data Science Central, and have immediately become popular. They are designed as one-page tutorials on some specific (basic or advanced) topics. Click on the links below to find those related to the subjects that you are interested in.
Four Great Pictures Illustrating Machine Learning Concepts
Other useful sources of visual summaries, to learn the ropes or to use as a refresher, includes:
Top DSC Resources