Hands-On Data Science and Python Machine Learning 1, Frank Kane, eBook - Amazon.com

@machinelearnbot 

Very well written and easy to follow. The jupyter notebook code files available on the publisher's site make it very easy to work alongside the author as he presents the material. Arguably, one of the best introductory books on the subject if you want to dive right in with only minimal programming experience.