The Udacity one (introduction to Machine Learning) is very practical in my mind. It only description some intuition and then show you how to call scikit-learn's function to do some simple machine learning works.
Just realised that I mixed the courses up. The one I did was simply called "Machine Learning" and not "Intro to Machine Learning". Anyway, thanks for the tip, I'll check it out!