Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python, 2nd Edition


Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python Paperback – 31 May 2020
by Peter Bruce, Andrew Bruce, Peter Gedeck (Author)
pages 页数: 350 pages
Publisher Finelybook 出版社: O′Reilly; 2nd New edition edition (31 May 2020)
Language 语言: English
ISBN-10 书号:149207294X
ISBN-13 书号:9781492072942
Book Description to Finelybook sorting
Statistical methods are a key part of data science, yet few data scientists have formal statistical training. Courses and books on basic statistics rarely cover the topic from a data science perspective. The second edition of this popular guide adds comprehensive examples in Python, provides practical guidance on applying statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what’s important and what’s not.
Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you’re familiar with the R or Python programming languages and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.
With this book, you’ll learn:

Why exploratory data analysis is a key preliminary step in data science
How random sampling can reduce bias and yield a higher-quality dataset, even with big data
How the principles of experimental design yield definitive answers to questions
How to use regression to estimate outcomes and detect anomalies
Key classification techniques for predicting which categories a record belongs to
Statistical machine learning methods that “learn” from data
Unsupervised learning methods for extracting meaning from unlabeled data
1.Exploratory Data Analysis
2.Data and Sampling Distributions
3.Statistical Experiments and Significance Testing
4.Regression and Prediction
5.Classification
6.Statistical Machine Learning
7.Unsupervised Learning
Bibliography
Index

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