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Essential Statistics for Data Science: A Concise Crash Course
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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.
Categories:
Volume:
1
Year:
2023
Edition:
1st
Publisher:
Oxford University Press
Language:
english
Pages:
177
ISBN 10:
0192867741
ISBN 13:
9780192867742
File:
PDF, 6.94 MB
Your tags:
IPFS:
CID , CID Blake2b
english, 2023
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