Python Feature Engineering Cookbook: Over 70 recipes for creating, engineering, and transforming features to build machine learning models

Author:   Soledad Galli
Publisher:   Packt Publishing Limited
Edition:   2nd Revised edition
ISBN:  

9781804611302


Pages:   386
Publication Date:   31 October 2022
Format:   Paperback
Availability:   Available To Order   Availability explained
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Python Feature Engineering Cookbook: Over 70 recipes for creating, engineering, and transforming features to build machine learning models


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Overview

Python Feature Engineering Cookbook, Second Edition will give you the practice, tools, and techniques to streamline your feature engineering pipelines and simplify and improve the quality of your code. With more than 70 methods to transform or create variables, you will find solutions tailored to different datasets and machine learning models.

Full Product Details

Author:   Soledad Galli
Publisher:   Packt Publishing Limited
Imprint:   Packt Publishing Limited
Edition:   2nd Revised edition
ISBN:  

9781804611302


ISBN 10:   1804611301
Pages:   386
Publication Date:   31 October 2022
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

Table of Contents

Table of Contents Imputing Missing Data Encoding Categorical Variables Transforming Numerical Variables Performing Variable Discretization Working with Outliers Extracting Features from Date and Time Performing Feature Scaling Creating New Features Extracting Features from Relational Data with Featuretools Creating Features from Time Series with tsfresh Extracting Features from Text Variables

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Author Information

Soledad Galli is a bestselling data science instructor, author, and open-source Python developer. As the leading instructor at Train in Data, she teaches intermediate and advanced courses in machine learning that have enrolled over 64,000 students worldwide and continue to receive positive reviews. Sole is also the developer and maintainer of the Python open-source library Feature-engine, which provides an extensive array of methods for feature engineering and selection. With extensive experience as a data scientist in finance and insurance sectors, Sole has developed and deployed machine learning models for assessing insurance claims, evaluating credit risk, and preventing fraud. She is a frequent speaker at podcasts, meetups, and webinars, sharing her expertise with the broader data science community.

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