A set of educational interactive Jupyter notebooks intended for learning basic concepts of the machine learning.
As start here are a few of my notebooks intended for engineers not in the field of machine learning to grasp the basic concepts:
Linear basis function regression - a good starting point, basic concepts on a well-known problem.