Here are some of the highest quality books on predictive analytics/data mining/data science I've found so far, with a focus on books beyond the intro level.
“The Data Science Handbook: Advice and Insights from 25 Amazing Data Scientists” by Carl Shan, William Chen, Henry Wang, and Max Song
“Doing Data Science: Straight Talk from the Frontline” by Cathy O'Neil and Rachel Schutt
“Numsense! Data Science for the Layman: No Math Added” by Annalyn Ng and Kenneth Soo
“The Art of Data Science” by Roger D. Peng and Elizabeth Matsui
“Data Science For Dummies” by Lillian Pierson
If you want to know more about Data Science then do check out our Data Science Online Courses which will help you in learning Data Science from scratch.
And if you are more into videos then you can check out this video tutorial which will help you in learning Data Science from the beginning:
And if you are beginner and more into reading blogs then you can check out this blog which will provide you a brief introduction to Data Science.