Get you started with the basics. Explanation is great but some topics are only covered by referring you to the documentation. Lab solutions helped fill knowledge gaps not covered in lectures.
The subject is interesting and exercises are educational but there are many shortcomings. Numerous assignments are broken and some answers in quizes are wrong. In the last one I have copied author's solution and even then I was 20 points short. Additionally, more than half of materials are just links to library documentation. The examples to work with are interesting, but those are almost exclusively the ones provided with sklearn library. I've learned a lot in this course, but I have a feeling that this is because numpy, pandas and sklearn are well documented, not because this course is well made.
