Python Feature Engineering Cookbook, A complete guide to crafting powerful features for your machine learning 3rd Edition

14 Views | 0 Comments | Posted in: eBooks
02
September
2024
Python Feature Engineering Cookbook, A complete guide to crafting powerful features for your machine learning 3rd Edition
Python Feature Engineering Cookbook, A complete guide to crafting powerful features for your machine learning 3rd Edition

English | 2024 | ISBN: 1835883583 | 702 pages | True EPUB | 20.54 MB


Leverage the power of Python to build real-world feature engineering and machine learning pipelines ready to be deployed to production

Key Features
- Craft powerful features from tabular, transactional, and time-series data
- Develop efficient and reproducible real-world feature engineering pipelines
- Optimize data transformation and save valuable time

Book Description
Streamline data preprocessing and feature engineering in your machine learning project with this third edition of the Python Feature Engineering Cookbook to make your data preparation more efficient.
This guide addresses common challenges, such as imputing missing values and encoding categorical variables using practical solutions and open source Python libraries.
You'll learn advanced techniques for transforming numerical variables, discretizing variables, and dealing with outliers. Each chapter offers step-by-step instructions and real-world examples, helping you understand when and how to apply various transformations for well-prepared data.
The book explores feature extraction from complex data types such as dates, times, and text. You'll see how to create new features through mathematical operations and decision trees and use advanced tools like Featuretools and tsfresh to extract features from relational data and time series.
By the end, you'll be ready to build reproducible feature engineering pipelines that can be easily deployed into production, optimizing data preprocessing workflows and enhancing machine learning model performance.

What You Will Learn
- Discover multiple methods to impute missing data effectively
- Encode categorical variables while tackling high cardinality
- Find out how to properly transform, discretize, and scale your variables
- Automate feature extraction from date and time data
- Combine variables strategically to create new and powerful features
- Extract features from transactional data and time series
- Learn methods to extract meaningful features from text data

Who this book is for
If you're a machine learning or data science enthusiast who wants to learn more about feature engineering, data preprocessing, and how to optimize these tasks, this book is for you. If you already know the basics of feature engineering and are looking to learn more advanced methods to craft powerful features, this book will help you. You should have basic knowledge of Python programming and machine learning to get started.

Note:
Only Registed user can add comment, view hidden links and more, please register now
At 0dayhome.net, you'll find a vast collection of educational and informative tutorials to help you enhance your skills and knowledge in various fields. Our tutorials section serves as a valuable resource for beginners and experts alike, providing step-by-step guides, tips, and tricks on subjects such as technology, design, programming, photography, and much more. Whether you're looking to expand your professional repertoire or simply indulge in a new hobby, 0dayhome.net has got you covered. Why choose 0dayhome.net for all your tutorial needs? Here are a few reasons: Diverse Topics: Our platform offers a diverse range of tutorials, catering to various interests and skill levels. From learning the basics of coding to mastering advanced graphic design techniques, our tutorials cover it all. Easy-to-Follow Guides: We understand the importance of clear and concise instructions. Our tutorials are meticulously crafted with simplicity in mind, allowing you to easily grasp complex concepts and apply your newfound knowledge. Comprehensive Content: Whether you're a beginner seeking introductory tutorials or an expert looking for advanced techniques, our comprehensive collection has tutorials for every level of expertise. Take your skills to the next level with 0dayhome.net . Regular Updates: We frequently update our tutorials section, ensuring that you have access to the latest trends and techniques in your chosen field. Stay ahead of the curve and expand your knowledge with our up-to-date content. Community Engagement: Join our thriving community of learners and experts to connect, share insights, and seek guidance. Interact with fellow enthusiasts, exchange ideas, and strengthen your skills through collaboration. Free Access: Yes, you read it right! 0dayhome.net offers free access to its tutorials section. Learn and grow without any financial constraints. So, whether you're an aspiring programmer, a budding designer, or simply curious about exploring new subjects, 0dayhome.net tutorials are your go-to resource. Visit our website today and embark on a journey of continuous learning and improvement.
все шаблоны для dle на сайте шаблоны dle 11.2 скачать