Applied Statistics with Python
Autor Leon Kaganovskiyen Limba Engleză Hardback – 11 mar 2025
Key Features:
- Concentrates on more introductory topics such as descriptive statistics, probability, probability distributions, proportion and means hypothesis testing, as well as 1-variable regression.
- The book’s computational (Python) approach allows us to study Statistics much more effectively. It removes the tedium of hand/calculator computations and enables one to study more advanced topics.
- Standardized sklearn Python package gives efficient access to machine learning topics.
- Randomized homework as well as exams are provided in my course shell on My Open Math web portal (free).
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Specificații
ISBN-13: 9781032751931
ISBN-10: 1032751932
Pagini: 336
Ilustrații: 340
Dimensiuni: 156 x 234 mm
Greutate: 0.63 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
ISBN-10: 1032751932
Pagini: 336
Ilustrații: 340
Dimensiuni: 156 x 234 mm
Greutate: 0.63 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Public țintă
Postgraduate, Undergraduate Advanced, and Undergraduate CoreCuprins
Preface 1. Introduction 2. Descriptive Data Analysis 3. Probability 4. Probability Distributions 5. Inferential Statistics and Tests for Proportions 6. Goodness of Fit and Contingency Tables 7. Inference for Means 8. Correlation and Regression
Notă biografică
Leon Kaganovskiy is an Associate Professor at the Mathematics Department of Touro College. He received a M.S. in Theoretical Physics from Kharkov State University, and M.S. and PhD in Applied Mathematics from the University of Michigan. His most recent interest is in a broad field of Applied Statistics, and he has developed new courses in Bio-Statistics with R, Statistics for Actuaries with R, and Business Analytics with R. He teaches Statistics research courses at the Graduate Program in Speech-Language Pathology at Touro College.
Descriere
Applied Statistics with Python concentrates on applied and computational aspects of statistics, focussing on conceptual understanding and Python-based calculations. It compiles multiple aspects of applied statistics, teaching useful skills in statistics and computational science.