Essential Statistics for Data Science: A Concise Crash...

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Essential Statistics for Data Science:...

Essential Statistics for Data Science: A Concise Crash Course

Name: Essential Statistics for Data Science: A Concise Crash Course
ISBN: 9780192867742

Mu Zhu

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Essential Statistics for Data Science: A Concise Crash Course is for students entering a serious graduate program or advanced undergraduate teaching in data science without knowing enough statistics. The three part text introduces readers to the basics of probability and random variables and guides them towards relatively advanced topics in both frequentist and Bayesian in a matter of weeks.Part I, Talking Probability explains the statistical approach to analysing data with a probability model to describe the data generating process. Part II, Doing Statistics demonstrates how the unknown quantities in data i.e. it's parameters is applicable in statistical interference. Part III, Facing Uncertainty explains the importance of explicity describing how much uncertainty is caused by parameters with intrinsic scientific meaning and how to take that intoaccount when making decisions.Essential Statistics for Data Science: A Concise Crash Course provides an in-depth introduction for beginners, while being more focused than a typical undergraduate text, but still lighter and more accessible than an average graduate text.

Категорії:

Computers - Information Systems

Том:

Рік:

2023

Видання:

1st

Видавництво:

Oxford University Press

Мова:

english

Сторінки: