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Sibanjan Das Umit Mert Cakmak Hands-On Automated Machine Learning (Digital)
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- Book Title
- Hands-On Automated Machine Learning
- Title
- Hands-On Automated Machine Learning
- EAN
- 9781788629898
- ISBN
- 9781788629898
- Genre
- Computing & Internet
- Release Date
- 02/04/2023
- Release Year
- 2023
- Country/Region of Manufacture
- GB
- Publication Year
- 2018
- Type
- Textbook
- Format
- Paperback
- Language
- English
- Publication Name
- Hands-On Automated Machine Learning: A beginner's guide to building automated machine learning systems using AutoML and Python
- Item Height
- 93mm
- Publisher
- Packt Publishing Limited
- Item Width
- 75mm
- Subject
- Computer Science
- Number of Pages
- 282 Pages
關於產品
Product Information
Automate data and model pipelines for faster machine learning applications Key Features Build automated modules for different machine learning components Understand each component of a machine learning pipeline in depth Learn to use different open source AutoML and feature engineering platforms Book DescriptionAutoML 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. 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 Who this book is forIf you're a budding data scientist, data analyst, or Machine Learning enthusiast and are new to the concept of automated machine learning, this book is ideal for you. You'll also find this book useful if you're an ML engineer or data professional interested in developing quick machine learning pipelines for your projects. Prior exposure to Python programming will help you get the best out of this book.
Product Identifiers
Publisher
Packt Publishing Limited
ISBN-13
9781788629898
eBay Product ID (ePID)
17046483703
Product Key Features
Publication Name
Hands-On Automated Machine Learning: A beginner's guide to building automated machine learning systems using AutoML and Python
Format
Paperback
Language
English
Subject
Computer Science
Publication Year
2018
Type
Textbook
Number of Pages
282 Pages
Dimensions
Item Height
93mm
Item Width
75mm
Additional Product Features
Country/Region of Manufacture
United Kingdom
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增值稅識別編號：
- GB 864 1548 11
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