Automated Machine Learning



Download free course Automated Machine Learning, pdf file on 223 pages by by Frank Hutter, Lars Kotthoff, Joaquin Vanschoren.
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.

Table of contents

Pages : 223
Size : 6.4 MB
File type : PDF
Downloads: 47
Created: 2022-02-01
License: CC BY
Author(s): by Frank Hutter, Lars Kotthoff, Joaquin Vanschoren
Automated Machine Learning

Others machine learning Tutorials

An Introduction to Machine Learning, 2nd Edition

Python Machine Learning Projects

A Brief Introduction to Machine Learning for Engineers

Machine Learning with TensorFlow

Interpretable Machine Learning: A Guide for Making Black Box Models Explainable

Others related eBooks about Automated Machine Learning

Essential Android

This book written to provide clear and concise explanation of topics for programmers both starting to learn the Android programming as well as those diving in more complex topics. Most examples are linked to online playground that allows you to change the code and re-run it....

Python 3 Patterns, Recipes and Idioms

This book is aimed at more experienced Python programmers who are looking to deepen their understanding of the language and modern programming idioms. Much of the material focuses on some of the more advanced techniques used by libraries, frameworks, and applications. ...

Download Django tutorial in PDF

Download free Django tutorial course in PDF, training file in 53 chapters and 228 pages. Free unaffiliated ebook created from Stack OverFlow contributor....

A Practical Introduction to Python Programming

This book is for anyone who wants to understand Python programming. It is degigned as partly a tutorial and partly a reference of Python....

Tools and Algorithms for the Construction and Analysis of Systems

Download free course Tools and Algorithms for the Construction and Analysis of Systems, pdf file on 426 pages by Tomáš Vojnar, Lijun Zhang....

Perl tutorial for beginners

Download a free course in PDF about Perl programming language, a complet training document under 120 pages by Geoffrey Sampson....

The C Programming Language Handbook

Download free course The C Programming Language Handbook, pdf file on 78 pages by Flavio Copes....

COBOL Programming

Download COBOL tutorial in PDF,a free training courses under 236 pages to learn the basics of COBOL language...

Excel VBA Notes for Professionals

Download free course Excel VBA Notes for Professionals, pdf file on 127 pages by Stack Overflow Community....

Getting started with Fortran language

Download free Fortran tutorial course in PDF, training file in 14 chapters and 83 pages. Free unaffiliated ebook created from Stack OverFlow contributor....