In this video I will give you the resources you need to learn data science from zero knowledge. We will discuss several programming books and math books that are perfect for beginners who want to acquire the skills to become a data scientist. In particular we will look at books on R, Python, Calculus, Linear Algebra, and Statistics. Several more advanced books are also presented in this video. Do you have any other book recommendations for learning Data Science? If so, please leave a comment below.
Programming Books
The Art of R Programming [ Ссылка ]
Larning Python [ Ссылка ]
Python Crash Course [ Ссылка ]
Doing Math With Python [ Ссылка ]
Calculus Books
Calculus by Stewart [ Ссылка ]
Calculus by Larson [ Ссылка ]
Calculus Early Transcendentals by Briggs [ Ссылка ]
Vector Calculus [ Ссылка ]
Linear Algebra Books
Elementary Linear Algebra by Anton [ Ссылка ]
Elementary Linear Algebra by Larson [ Ссылка ]
Introduction to Linear Algebra by Strang [ Ссылка ]
Linear Algebra by Wilde [ Ссылка ]
Elementary Linear Algebra by Grossman [ Ссылка ]
Schaum's Outline of Linear Algebra [ Ссылка ]
Linear Algebra Theory and Applications by Cheney and Kincaid [ Ссылка ]
Linear Algebra by Friedber, Insel, and Spence [ Ссылка ]
Statistics Books for Beginners
Understanding Statistics by Mendenhall [ Ссылка ]
Probability and Statistics for Engineers and Scientists by Ross [ Ссылка ]
Statistics by McClave [ Ссылка ] or [ Ссылка ]
Schaum's Outline of Probability and Statistics [ Ссылка ]
Mathematical Statistics Books
Mathematical Statistics with Applications by Wackerly, et al. [ Ссылка ]
John Freund's Mathematical Statistics with Applications [ Ссылка ]
Advanced/Specialty Statistics Books
The Statistical Analysis of Experimental Data [ Ссылка ]
Design and Analysis of Experiments [ Ссылка ]
Applied Regression Analysis [ Ссылка ]
Methods of Multivariate Analysis [ Ссылка ]
Nonparametric Statistical Methods [ Ссылка ]
Applied Linear Statistical Models [ Ссылка ]
Introduction to Linear Regression Analysis [ Ссылка ]
Probability and Statistical Inference [ Ссылка ]
Statistical Methods [ Ссылка ]
Applied Multivariate Statistical Analysis [ Ссылка ]
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