Practical Statistics for Data Scientists
50 Essential Concepts

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"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 youíre 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, youíll 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 ìlearnî from data
Unsupervised learning methods for extracting meaning from unlabeled data

AuthorPeter Bruce
Height59 mm
Length900 mm
Width700 mm
Weight100 g
Language TypePublished
Number Of Pages320
Product GroupBook
Publication Date2017
Sales Rank25590

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