Hands-On Automated Machine Learning

Automate data and model pipelines for faster machine learning applications

Hands-On Automated Machine Learning

Sibanjan Das, Umit Mert Cakmak

1 customer reviews
Automate data and model pipelines for faster machine learning applications
Mapt Subscription
FREE
$30.00/m after trial
eBook
$22.40
RRP $31.99
Save 29%
Print + eBook
$39.99
RRP $39.99
What do I get with a Mapt subscription?
  • Unlimited access to all Packt’s 6,000+ eBooks and Videos
  • 100+ new titles a month, learning paths, assessments & code files
  • 1 Free eBook or Video to download and keep every month after trial
What do I get with an eBook?
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with Print & eBook?
  • Get a paperback copy of the book delivered to you
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with a Video?
  • Download this Video course in MP4 format
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
$0.00
$22.40
$39.99
$29.99 p/m after trial
RRP $31.99
RRP $39.99
Subscription
eBook
Print + eBook
Start 14 Day Trial

Frequently bought together


Hands-On Automated Machine Learning Book Cover
Hands-On Automated Machine Learning
$ 31.99
$ 22.40
Hands-On Machine Learning with C# Book Cover
Hands-On Machine Learning with C#
$ 31.99
$ 22.40
Buy 2 for $35.00
Save $28.98
Add to Cart

Book Details

ISBN 139781788629898
Paperback282 pages

Book Description

AutoML is designed to automate parts of Machine Learning. Readily available AutoML tools are making data science practitioners’ work easy and are received well in the advanced analytics community. Automated Machine Learning covers the necessary foundation needed to create automated machine learning modules and helps you get up to speed with them in the most practical way possible.

In this book, you’ll learn how to automate different tasks in the machine learning pipeline such as data preprocessing, feature selection, model training, model optimization, and much more. In addition to this, it demonstrates how you can use the available automation libraries, such as auto-sklearn and MLBox, and create and extend your own custom AutoML components for Machine Learning.

By the end of this book, you will have a clearer understanding of the different aspects of automated Machine Learning, and you’ll be able to incorporate automation tasks using practical datasets. You can leverage your learning from this book to implement Machine Learning in your projects and get a step closer to winning various machine learning competitions.

Table of Contents

What You Will Learn

  • Understand the fundamentals of Automated Machine Learning systems
  • Explore auto-sklearn and MLBox for AutoML tasks 
  • Automate your preprocessing methods along with feature transformation
  • Enhance feature selection and generation using the Python stack
  • Assemble individual components of ML into a complete AutoML framework
  • Demystify hyperparameter tuning to optimize your ML models
  • Dive into Machine Learning concepts such as neural networks and autoencoders
  • Understand the information costs and trade-offs associated with AutoML

Authors

Table of Contents

Book Details

ISBN 139781788629898
Paperback282 pages
Read More
From 1 reviews

Read More Reviews

Recommended for You

Hands-On Machine Learning with C# Book Cover
Hands-On Machine Learning with C#
$ 31.99
$ 22.40
Reinforcement Learning with TensorFlow Book Cover
Reinforcement Learning with TensorFlow
$ 39.99
$ 28.00
Deep Reinforcement Learning Hands-On Book Cover
Deep Reinforcement Learning Hands-On
$ 31.99
$ 10.00
Artificial Intelligence By Example Book Cover
Artificial Intelligence By Example
$ 31.99
$ 22.40
Deep Learning with TensorFlow - Second Edition Book Cover
Deep Learning with TensorFlow - Second Edition
$ 31.99
$ 22.40
Hands-on Machine Learning with JavaScript Book Cover
Hands-on Machine Learning with JavaScript
$ 35.99
$ 25.20