I recently started to learn ML to satisfy my own curiosity (and also to understand what is going on behind something that is often used as a black box. I am following an online course from Caltech, by Prof. Y. Abu-Mostafa. And there is no surprise, as you said, trying it by ourself is the key to understanding ;)
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Hope that you enjoy doing ML : ) Ya, there are plenty of great online courses. There is a course about machine learning offered by MIT, taught by Prof Patrick Winston, available on Youtube which is
I will have a look in the next months. I have not enough time to dedicate to one single course, so that I prefer avoiding following two simultaneously.
Thanks for the recommendation! :)