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Look inside
Deliver huge improvements to your machine learning pipelines without spending hours fine-tuning parameters! This book’s practical case studies reveal feature engineering techniques that upgrade your data wrangling—and your ML results.
In Feature Engineering Bookcamp you will learn how to:
Feature Engineering Bookcamp guides you through a collection of projects that give you hands-on practice with core feature engineering techniques. You’ll work with feature engineering practices that speed up the time it takes to process data and deliver real improvements in your model’s performance. This instantly-useful book skips the abstract mathematical theory and minutely-detailed formulas; instead you’ll learn through interesting code-driven case studies, including tweet classification, COVID detection, recidivism prediction, stock price movement detection, and more.
In Feature Engineering Bookcamp you will learn how to:
- Identify and implement feature transformations for your data
- Build powerful machine learning pipelines with unstructured data like text and images
- Quantify and minimize bias in machine learning pipelines at the data level
- Use feature stores to build real-time feature engineering pipelines
- Enhance existing machine learning pipelines by manipulating the input data
- Use state-of-the-art deep learning models to extract hidden patterns in data
Feature Engineering Bookcamp guides you through a collection of projects that give you hands-on practice with core feature engineering techniques. You’ll work with feature engineering practices that speed up the time it takes to process data and deliver real improvements in your model’s performance. This instantly-useful book skips the abstract mathematical theory and minutely-detailed formulas; instead you’ll learn through interesting code-driven case studies, including tweet classification, COVID detection, recidivism prediction, stock price movement detection, and more.
about the technology
Get better output from machine learning pipelines by improving your training data! Use feature engineering, a machine learning technique for designing relevant input variables based on your existing data, to simplify training and enhance model performance. While fine-tuning hyperparameters or tweaking models may give you a minor performance bump, feature engineering delivers dramatic improvements by transforming your data pipeline.about the book
Feature Engineering Bookcamp walks you through six hands-on projects where you’ll learn to upgrade your training data using feature engineering. Each chapter explores a new code-driven case study, taken from real-world industries like finance and healthcare. You’ll practice cleaning and transforming data, mitigating bias, and more. The book is full of performance-enhancing tips for all major ML subdomains—from natural language processing to time-series analysis.what's inside
- Identify and implement feature transformations
- Build machine learning pipelines with unstructured data
- Quantify and minimize bias in ML pipelines
- Use feature stores to build real-time feature engineering pipelines
- Enhance existing pipelines by manipulating input data
An excellent resource for the often-undervalued task of feature engineering. It demonstrates the ‘when, why, and how’ of techniques you can use to improve your models.
The most overlooked step in a data science pipeline, simplified!
Make major improvements in your models by improving the features.
Detailed and practical.
The practical case studies reveal core feature engineering techniques that improve process and ML workflow.
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Feature Engineering Bookcamp ebook for free
Feature Engineering Bookcamp ebook for free
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Feature Engineering Bookcamp ebook for free
choose your plan
pro
monthly
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$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
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- choose twelve free products per year
- exclusive 50% discount on all purchases
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Feature Engineering Bookcamp ebook for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
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![]()
Feature Engineering Bookcamp ebook for free
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Feature Engineering Bookcamp ebook for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
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Feature Engineering Bookcamp ebook for free
