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 are a beginner and want to know more about Python and R programming language then do refer the following video tutorials:
You can get a hands-on project by referring to Data Scientist which will teach you Data Science from scratch to advance.
And if you are more into videos then do check out the following video tutorial which will help you in mastering in the field of Data Science:
If you want a detailed explanation of Data Science then do check out Data Science tutorial which will help you in understanding DS.