Probability and statistics for data science : math + R + dataКНИГИ » ОС И БД
Название: Probability and statistics for data science : math + R + data Автор: Matloff, Norman S. Издательство: CRC Press Год: 2020 Формат: PDF Страниц: 445 Размер: 12,9 Mb Язык: English
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. * 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.
Prerequisites are calculus, some matrix algebra, and some experience in programming.
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Probability and statistics for data science : math + R + data 
