Probability and Statistics for Data Science: Math + R + Data [Book] - Image 1

Probability and Statistics for Data Science: Math + R + Data [Book]

£142.18

Highlights

  • Real datasets are used extensively.
  • All data analysis is supported by R coding.
  • Leads the student to think critically about the "how" and "why" of statistics, and to "see the big picture.".
  • Not "theorem/proof"-oriented, but concepts and models are stated in a mathematically precise manner.
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Probability and Statistics for Data Science: Math + R + Data covers "math stat"--distributions, expected value, estimation etc.--but takes the phrase "Data Science" in the title quite seriously: * Real datasets are used extensively. * All data analysis is supported by R coding. * Includes many Data Science applications, such as PCA, mixture distributions, random graph models, Hidden Markov models, linear and logistic regression, and neural networks.