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For a book that has like 10X the content (but you'll probably need 10X the time to read it all). This is probably the best Python Machine Learning book right now. It covers everything up to GPU stuff, whereas Data Science From Scratch basically scratches the surface because it is starting from zero.
I'd say Data Science From Scratch is one of the best books for total beginners.
Very good for beginners IMO.
It has a good explanation of Random Forests for laypersons.
But you might want a pure Python book.
+1
It's a bit slow though, so for total beginners it's good but there's better stuff out there if you've done a bit of coding before, which is probably everyone who might even look at this book at this point?