Machine Learning Fast Track
These online articles a great hands-on introduction to the Machine Learning principles, including the Mathematics background and theoretical principles. You can even follow along, getting started with Python to see ML at work.
Mathematics for Data Science
Linear Algebra for Deep Learning (includes some Python)
Developing in Python
Great Visualization for Neural Networks