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Cleaning Data for Effective Data Science : Doing the Other 80% of the Work with Python, R, and Command-line Tools by Mertz, David is a book available to read on EtoBox.

What is Cleaning Data for Effective Data Science : Doing the Other 80% of the Work with Python, R, and Command-line Tools about?

A comprehensive guide for data scientists to master effective data cleaning tools and techniques Key Features Master data cleaning techniques in a language-agnostic manner Learn from intriguing hands-on examples from numerous domains, such as biology, weather data, demographics, physics, time series, and image processing Work with detailed, commented, well-tested code samples in Python and R Book Description It is something of a truism in data science, data analysis, or machine learning that most of the effort needed to achieve your actual purpose lies in cleaning your data. Written in David's signature friendly and humorous style, this book discusses in detail the essential steps performed in every production data science or data analysis pipeline and prepares you for data visualization and modeling results. The book dives into the practical application of tools and techniques needed for data ingestion, anomaly detection, value imputation, and feature engineering. It also offers long-form exercises at the end of each chapter to practice the skills acquired. You will begin by looking at data ingestion of data formats such as JSON, CSV, SQL RDBMSes, HDF5, NoSQL databases, files in i

Author

Mertz, David

Publisher

Packt Publishing, Limited

Published

2021

Language

EN

ISBN

9781801071291

Subjects

Science, Management, Biology