Feature Engineering Made Easy: Identify unique features from your dataset in order to build powerful machine learning systems

Feature Engineering Made Easy: Identify unique features from your dataset in order to build powerful machine learning systems

Sinan Özdemir , Divya Susarla
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Jan 22, 2018 · English · Kindle (318 pages)
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Book Details

Format Kindle
Pages 318
Language English
Published Jan 22, 2018
Publisher Packt Publishing

Description

In this comprehensive guide, readers are introduced to the essential concepts of feature engineering, a critical aspect of building effective machine learning systems. The authors simplify complex topics, making the material accessible and practical for both beginners and experienced practitioners. Through insightful examples and clear explanations, they demonstrate how to identify unique features from datasets to enhance predictive performance.

The book emphasizes a hands-on approach, encouraging readers to apply the techniques discussed in real-world scenarios. It highlights various strategies and tools that can be utilized to manipulate data, ultimately leading to improved machine learning outcomes. With a focus on best practices, it aims to streamline the learning curve associated with feature engineering.

As a valuable resource for data scientists and analysts, this guide not only covers fundamental principles but also prepares readers to tackle common challenges in the field. By mastering the art of feature engineering, they can unlock the full potential of their machine learning models.

Genres

Science & Technology Business & Economics
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