Ebook: Probability and statistics for data science: math + R + data
Author: Matloff Norman S
- Tags: análisis de datos, Estadística matemática, Mathematical statistics, Mathematical statistics--Data processing, Probabilidades, Probabilities, Probabilities--Data processing, Textbooks, Probabilities -- Textbooks, Mathematical statistics -- Textbooks, Probabilities -- Data processing, Mathematical statistics -- Data processing, Estadística matemática, análisis de datos
- Series: Series in computer science and data analysis
- Year: 2020
- Publisher: CRC Press
- City: Boca Raton
- Language: English
- pdf
Basic probability models -- Monte Carlo simulation -- Discrete random variables: expected value -- Discrete random variables: variance -- Discrete parametric distribution families -- Continuous probability models -- Statistics: prologue -- Fitting continuous models -- The family of normal distributions -- Introduction to statistical inference -- Multivariate distributions -- The multivariate normal family of distributions -- Mixture distributions -- Multivariate description and dimension reduction -- Predictive modeling -- Model parsimony and overfitting -- Introduction to discrete time Markov chains -- Appendices: A. R Quick Start -- B. Matrix algebra.
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