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Really great course, highly recommend it. It demystifies so much :)

If one is a seasoned software engineer, but has little experience in ML or deep learning, is this course still suitable?

Definitely. It starts from first principles, linear algebra, and goes from there. It's an amazing course.

So you need to know Linear algebra to understand? I knowing Algebra I enough to understad it?

If you remember highschool AP math, you're good. Otherwise, check out ISLR for a faster intro, capped by your ability to read

Do you think ISLR is not outdated? I just looked at the date of publication and was wondering if it is still relevant.

Why would Statistics, a branch of mathematics, become outdated in a few years?