{"product_id":"python-feature-engineering-cookbook-second-edition-over-70-recipes-for-creating-engineering-and-transforming-features-to-build-machine-learning-m-9781804611302","title":"Python Feature Engineering Cookbook - Second Edition: Over 70 recipes for creating, engineering, and transforming features to build machine learning m","description":"\u003cp\u003e • Author(s): Soledad Galli\u003cbr\u003e • Publisher: Packt Publishing\u003cbr\u003e • Publisher Imprint: Packt Publishing\u003cbr\u003e • BISAC: Data Science - Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eCreate end-to-end, reproducible feature engineering pipelines that can be deployed into production using open-source Python libraries\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eLearn and implement feature engineering best practices\u003c\/li\u003e\n\u003cli\u003eReinforce your learning with the help of multiple hands-on recipes\u003c\/li\u003e\n\u003cli\u003eBuild end-to-end feature engineering pipelines that are performant and reproducible\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eFeature engineering, the process of transforming variables and creating features, albeit time-consuming, ensures that your machine learning models perform seamlessly. This second edition of Python Feature Engineering Cookbook will take the struggle out of feature engineering by showing you how to use open source Python libraries to accelerate the process via a plethora of practical, hands-on recipes.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThis updated edition begins by addressing fundamental data challenges such as missing data and categorical values, before moving on to strategies for dealing with skewed distributions and outliers. The concluding chapters show you how to develop new features from various types of data, including text, time series, and relational databases. With the help of numerous open source Python libraries, you'll learn how to implement each feature engineering method in a performant, reproducible, and elegant manner.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBy the end of this Python book, you will have the tools and expertise needed to confidently build end-to-end and reproducible feature engineering pipelines that can be deployed into production.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eImpute missing data using various univariate and multivariate methods\u003c\/li\u003e\n\u003cli\u003eEncode categorical variables with one-hot, ordinal, and count encoding\u003c\/li\u003e\n\u003cli\u003eHandle highly cardinal categorical variables\u003c\/li\u003e\n\u003cli\u003eTransform, discretize, and scale your variables\u003c\/li\u003e\n\u003cli\u003eCreate variables from date and time with pandas and Feature-engine\u003c\/li\u003e\n\u003cli\u003eCombine variables into new features\u003c\/li\u003e\n\u003cli\u003eExtract features from text as well as from transactional data with Featuretools\u003c\/li\u003e\n\u003cli\u003eCreate features from time series data with tsfresh\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is for machine learning and data science students and professionals, as well as software engineers working on machine learning model deployment, who want to learn more about how to transform their data and create new features to train machine learning models in a better way.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46449050026135,"sku":"9781804611302","price":4861.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781804611302.webp?v=1769145609","url":"https:\/\/atlanticbooks.com\/products\/python-feature-engineering-cookbook-second-edition-over-70-recipes-for-creating-engineering-and-transforming-features-to-build-machine-learning-m-9781804611302","provider":"Atlantic Books","version":"1.0","type":"link"}