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Can anybody suggest me which are the best books on Conversion Rate Optimization in 2017?
I don't follow books much on this topic. I Prefer reading blogs such as Unbounce, Widerfunnel etc.
Try this book. I find it one of the best.

"Maths and Stats for Web Analytics and Conversion Optimization" by Himanshu Sharma.
Try these books.

Don’t Make Me Think by Steve Krug
Web Design for ROI by Lance Loveday and Sandra Niehaus
Innovation and Entrepreneurship by Peter Drucker
Ultimate Guide to Google AdWords by Perry Marshall
This book is also a good one.

"Convert Every Click" by Benji Rabhan.