
Fundamentals of Data Science Part II: Statistical Modeling (Paperback)
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Fundamentals of Data Science Part II: Statistical Modeling (Paperback)
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- Nonfiction
- Pages
- 356
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- Mathematics
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In Part II of this series, we cover the elements of statistical modeling, focusing on:
- validation methodology
- principles of object-oriented design
- linear and logistic regression
- generalized linear models
- causality
- time series analysis
- Bayesian statistics, including simulations in pymc3
- Modeling customer lifetime values, including a detailed study of the beta-Bernoulli/beta-binomial model, a discretized version of the classic Pareto/NBD
- an introduction to credibility theory
The theory is illustrated with simulations in Python throughout the text.
Fundamentals of Data Science Part II: Statistical Modeling (Paperback)
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Language
English
Series Title
Fundamentals of Data Science
Publisher
Cayenne Canyon Press
Book Format
Paperback
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Book format | PaperbackFundamentals of Data Science Part II: Statistical Modeling (Paperback) | PaperbackData Science: An Introduction to Statistics and Machine Learning, (Paperback) | PaperbackStatistical Tableau: How to Use Statistical Models and Decision Science in Tableau (Paperback) | PaperbackSpringerbriefs in Computer Science Criminal Justice Forecasts of Risk: A Machine Learning Approach, (Paperback) | PaperbackFoundations of Programming, Statistics, and Machine Learning for Business Analytics, (Paperback) | PaperbackSanta Fe Institute Studies on the Scienc Computational Complexity and Statistical Physics, (Paperback) | PaperbackCambridge Statistical and Probabilistic Essentials of Statistical Inference, Book 16, (Paperback) | PaperbackUndergraduate Topics in Computer Science Pattern Recognition: An Algorithmic Approach, (Paperback) | PaperbackStructured Population Models in Biology and Epidemiology, (Paperback) | PaperbackFundamentals of Data Analytics, (Paperback) |
---|---|---|---|---|---|---|---|---|---|---|
Fiction/nonfiction | Non-FictionFundamentals of Data Science Part II: Statistical Modeling (Paperback) | Non-FictionData Science: An Introduction to Statistics and Machine Learning, (Paperback) | Non-FictionStatistical Tableau: How to Use Statistical Models and Decision Science in Tableau (Paperback) | Non-FictionSpringerbriefs in Computer Science Criminal Justice Forecasts of Risk: A Machine Learning Approach, (Paperback) | Non-FictionFoundations of Programming, Statistics, and Machine Learning for Business Analytics, (Paperback) | Non-FictionSanta Fe Institute Studies on the Scienc Computational Complexity and Statistical Physics, (Paperback) | Non-FictionCambridge Statistical and Probabilistic Essentials of Statistical Inference, Book 16, (Paperback) | Non-FictionUndergraduate Topics in Computer Science Pattern Recognition: An Algorithmic Approach, (Paperback) | Non-FictionStructured Population Models in Biology and Epidemiology, (Paperback) | Non-FictionFundamentals of Data Analytics, (Paperback) |
Genre | NonfictionFundamentals of Data Science Part II: Statistical Modeling (Paperback) | Computing & InternetData Science: An Introduction to Statistics and Machine Learning, (Paperback) | Computing & InternetStatistical Tableau: How to Use Statistical Models and Decision Science in Tableau (Paperback) | Computing & InternetSpringerbriefs in Computer Science Criminal Justice Forecasts of Risk: A Machine Learning Approach, (Paperback) | Business & InvestingFoundations of Programming, Statistics, and Machine Learning for Business Analytics, (Paperback) | TextbooksSanta Fe Institute Studies on the Scienc Computational Complexity and Statistical Physics, (Paperback) | TextbooksCambridge Statistical and Probabilistic Essentials of Statistical Inference, Book 16, (Paperback) | Computing & InternetUndergraduate Topics in Computer Science Pattern Recognition: An Algorithmic Approach, (Paperback) | TextbooksStructured Population Models in Biology and Epidemiology, (Paperback) | Computing & InternetFundamentals of Data Analytics, (Paperback) |
Pages | 356Fundamentals of Data Science Part II: Statistical Modeling (Paperback) | 361Data Science: An Introduction to Statistics and Machine Learning, (Paperback) | 325Statistical Tableau: How to Use Statistical Models and Decision Science in Tableau (Paperback) | 115Springerbriefs in Computer Science Criminal Justice Forecasts of Risk: A Machine Learning Approach, (Paperback) | 512Foundations of Programming, Statistics, and Machine Learning for Business Analytics, (Paperback) | 384Santa Fe Institute Studies on the Scienc Computational Complexity and Statistical Physics, (Paperback) | 236Cambridge Statistical and Probabilistic Essentials of Statistical Inference, Book 16, (Paperback) | 263Undergraduate Topics in Computer Science Pattern Recognition: An Algorithmic Approach, (Paperback) | 302Structured Population Models in Biology and Epidemiology, (Paperback) | 168Fundamentals of Data Analytics, (Paperback) |
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