Difficulties experienced in understanding machine learning techniques often stem from lack of clarity concerning more basic statistical models and fundamental considerations, including the various regression models that can all be subsumed under the General Linear Model.
These courses will provide a refresher on the basics of the General Linear Model and various fitting approaches that fall under its umbrella, collectively showing how 'traditional' inferential statistics form the basis for machine learning.