Automated Machine Learning

Author:   Joaquin Vanschoren ,  Lars Kotthoff ,  Frank Hutter
Publisher:   Saint Philip Street Press
ISBN:  

9781013271663


Pages:   224
Publication Date:   08 October 2020
Format:   Paperback
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

Our Price $93.02 Quantity:  
Add to Cart

Share |

Automated Machine Learning


Add your own review!

Overview

This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML methods that can be used easily and without expert knowledge. However, many of the recent machine learning successes crucially rely on human experts, who manually select appropriate ML architectures (deep learning architectures or more traditional ML workflows) and their hyperparameters. To overcome this problem, the field of AutoML targets a progressive automation of machine learning, based on principles from optimization and machine learning itself. This book serves as a point of entry into this quickly-developing field for researchers and advanced students alike, as well as providing a reference for practitioners aiming to use AutoML in their work. This work was published by Saint Philip Street Press pursuant to a Creative Commons license permitting commercial use. All rights not granted by the work's license are retained by the author or authors.

Full Product Details

Author:   Joaquin Vanschoren ,  Lars Kotthoff ,  Frank Hutter
Publisher:   Saint Philip Street Press
Imprint:   Saint Philip Street Press
Dimensions:   Width: 21.60cm , Height: 1.20cm , Length: 27.90cm
Weight:   0.531kg
ISBN:  

9781013271663


ISBN 10:   1013271661
Pages:   224
Publication Date:   08 October 2020
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

Table of Contents

Reviews

Author Information

Tab Content 6

Author Website:  

Customer Reviews

Recent Reviews

No review item found!

Add your own review!

Countries Available

All regions
Latest Reading Guide

MRG2025CC

 

Shopping Cart
Your cart is empty
Shopping cart
Mailing List