Automated Machine Learning
This 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.
Download free tutorial in PDF (220 pages) created by Frank Hutter .
| Pages : | 220 |
| Size : | |
| File type : | HTML |
| Downloads: | 208 |
| Created: | 2021-05-15 |
| License: | Free |
| Author(s): | Frank Hutter |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Machine Learning Tutorials
The Hundred-Page Machine Learning Book
Understanding Machine Learning
Automated Machine Learning: Methods, Systems, Challenges
Others related eBooks about Automated Machine Learning
Building Cloud Apps with Microsoft AzureDownload free course Building Cloud Apps with Microsoft Azure, pdf file on 201 pages by by Scott Guthrie, Mark Simms, Tom Dykstra, Rick Anderson, Mike Wasson....
Entity-Oriented SearchDownload free course Entity-Oriented Search, pdf file on 351 pages by Krisztian Balog....
HackSpace Magazine: Issue 48Download free course HackSpace Magazine: Issue 48, pdf file on 116 pages by HackSpace Team....
Computational Thinking EducationDownload free course Computational Thinking Education, pdf file on 377 pages by Siu-Cheung Kong, Harold Abelson....
Patterns of Software: Tales from the Software CommunityIn our homes, our schools, and our businesses, computers play an ever-increasing role. But while most of us today can work a computer - albeit with the help of the ever-present computer software manual - we know little about what goes on inside the box and virtually nothing about software design o...
Think Complexity, 2nd EditionComplexity science uses computation to explore the physical and social sciences. In Think ..., download free Complexity tutorial in PDF (200 pages) created by ....
Proofs and Concepts: The Fundamentals of Abstract MathematicsThis undergraduate textbook provides an introduction to proofs, logic, sets, functions, and other fundamental topics of abstract mathematics. It is designed to be the textbook for a bridge course that introduces undergraduates to abstract mathematics, but it is also suitable for independent study by...
Mastering Bitcoin: Programming the Open BlockchainThis book is your guide through the seemingly complex world of Bitcoin, providing the knowledge you need to participate in the internet of money. Whether you're building the next killer app, investing in a startup, or simply curious about the technology, this revised and expanded second edition prov...
Cloud Computing - Architecture and ApplicationsIn the era of Internet of Things and with the explosive worldwide growth of electronic data volume, and associated need of processing, analysis, and storage of such humongous volume of data, it has now become mandatory to exploit the power of massively parallel architecture for fast computation. ...
AI for Everyone?Download free course AI for Everyone?, pdf file on 310 pages by by Pieter Verdegem....