**Data Science From Scratch 2nd Edition PDF : First Principles with Python by Joel Grus**

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Learn the basics of linear algebra, statistics, and Probability how and when they're used in data science, Collect, explore, clean, munge, and manipulate data, Dive into the fundamentals of machine learning, Implement models such as K-Nearest neighbors, naÃ¯ve Bayes, linear and logistic regression, decision trees, neural networks, and clustering, Explore recommended systems, natural language processing, network analysis, produce, and databases.

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