Data Science is all about applying the right kind of knowledge.
Following are some of the resources which would help you get into data science quickly
Data Mining And Analysis: Fundamental Concepts and Algorithms.
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Fundamental Numerical Methods and Data Analysis
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An Introduction to Statistical Learning
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Bayesian Statistics Made Simple
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A Course in Machine Learning
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The First Encounter with Machine Learning
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I hope. its helpful
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