Practical Statistics for Data Scientists

Practical Statistics for Data Scientists
Author :
Publisher : "O'Reilly Media, Inc."
Total Pages : 322
Release :
ISBN-10 : 9781491952917
ISBN-13 : 1491952911
Rating : 4/5 (17 Downloads)

Book Synopsis Practical Statistics for Data Scientists by : Peter Bruce

Download or read book Practical Statistics for Data Scientists written by Peter Bruce and published by "O'Reilly Media, Inc.". This book was released on 2017-05-10 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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


Practical Statistics for Data Scientists Related Books

Practical Statistics for Data Scientists
Language: en
Pages: 322
Authors: Peter Bruce
Categories: Computers
Type: BOOK - Published: 2017-05-10 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

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 r
Practical Statistics
Language: en
Pages: 529
Authors: David Kremelberg
Categories: Social Science
Type: BOOK - Published: 2010-03-18 - Publisher: SAGE Publications

DOWNLOAD EBOOK

Making statistics—and statistical software—accessible and rewarding This book provides readers with step-by-step guidance on running a wide variety of stati
Quantifying the User Experience
Language: en
Pages: 374
Authors: Jeff Sauro
Categories: Computers
Type: BOOK - Published: 2016-07-12 - Publisher: Morgan Kaufmann

DOWNLOAD EBOOK

Quantifying the User Experience: Practical Statistics for User Research, Second Edition, provides practitioners and researchers with the information they need t
Practical Statistics for Medical Research
Language: en
Pages: 624
Authors: Douglas G. Altman
Categories: Mathematics
Type: BOOK - Published: 1990-11-22 - Publisher: CRC Press

DOWNLOAD EBOOK

Practical Statistics for Medical Research is a problem-based text for medical researchers, medical students, and others in the medical arena who need to use sta
Practical Statistics for Environmental and Biological Scientists
Language: en
Pages: 290
Authors: John Townend
Categories: Science
Type: BOOK - Published: 2013-04-30 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

All students and researchers in environmental and biological sciences require statistical methods at some stage of their work. Many have a preconception that st