Statistics for Data Scientists: An Introduction to Probability, Statistics, and Data Analysis
Maurits Kaptein, Edwin van den HeuvelThis book provides an undergraduate introduction to analysing data for data science, computer science, and quantitative social science students. It uniquely combines a hands-on approach to data analysis – supported by numerous real data examples and reusable [R] code – with a rigorous treatment of probability and statistical principles.
Where contemporary undergraduate textbooks in probability theory or statistics often miss applications and an introductory treatment of modern methods (bootstrapping, Bayes, etc.), and where applied data analysis books often miss a rigorous theoretical treatment, this book provides an accessible but thorough introduction into data analysis, using statistical methods combining the two viewpoints. The book further focuses on methods for dealing with large data-sets and streaming-data and hence provides a single-course introduction of statistical methods for data science.ক্যাটাগোরিগুলো:
সাল:
2022
সংস্করণ:
1st ed. 2022
প্রকাশক:
Springer
ভাষা:
english
পৃষ্ঠা:
345
ISBN 10:
303010530X
ISBN 13:
9783030105303
বইয়ের সিরিজ:
Undergraduate Topics in Computer Science
ফাইল:
PDF, 14.79 MB
IPFS:
,
english, 2022
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