Download the fantastic book titled Practical Statistics for Data Scientists written by Peter Bruce, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Practical Statistics for Data Scientists", which was released on 10 May 2017. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computers genre.
Summary of Practical Statistics for Data Scientists by Peter Bruce PDF
Statistical methods are a key part of of data science, yet very few data scientists have any formal statistics training. Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various 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 programming language, 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
Detail About Practical Statistics for Data Scientists PDF
- Author : Peter Bruce
- Publisher : "O'Reilly Media, Inc."
- Genre : Computers
- Total Pages : 395 pages
- ISBN : 1491952911
- Release Date : 10 May 2017
- PDF File Size : 49,5 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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