The Data Science Design Manual - Skiena, Steven S.; SpringerLink (Online service) (Cham : Springer International Publishing : Imprint: Springer, 2017)
What is Data Science? -- Mathematical Preliminaries -- Data Munging -- Scores and Rankings -- Statistical Analysis -- Visualizing Data -- Mathematical Models -- Linear Algebra -- Linear and Logistic Regression -- Distance and Network Methods -- Machine Learning -- Big Data: Achieving Scale.
Keywords: Data mining; Pattern recognition; Big data; Mathematics; Visualization; Statistics .; Data Mining and Knowledge Discovery; Pattern Recognition; Big Data/Analytics.; Visualization; Statistics and Computing/Statistics Programs