The following links are extremely well done visualizations which cover the important machine learning concepts. We highly recommend you check it out. In fact, they are the best visualizations of machine learning concepts on the web:

1. A Visual Introduction to Machine Learning
2. A Visual Introduction to Machine Learning (part-2)