Metalearning

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Metalearning

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Author : Pavel Brazdil
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-11-26

Metalearning written by Pavel Brazdil and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-11-26 with Computers categories.

Metalearning is the study of principled methods that exploit metaknowledge to obtain efficient models and solutions by adapting machine learning and data mining processes. While the variety of machine learning and data mining techniques now available can, in principle, provide good model solutions, a methodology is still needed to guide the search for the most appropriate model in an efficient way. Metalearning provides one such methodology that allows systems to become more effective through experience. This book discusses several approaches to obtaining knowledge concerning the performance of machine learning and data mining algorithms. It shows how this knowledge can be reused to select, combine, compose and adapt both algorithms and models to yield faster, more effective solutions to data mining problems. It can thus help developers improve their algorithms and also develop learning systems that can improve themselves. The book will be of interest to researchers and graduate students in the areas of machine learning, data mining and artificial intelligence.

Meta Learning Laboratory Training And Individually Different Change

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Author : Sven-Åke Lennung
language : en
Publisher:
Release Date : 1974

Meta Learning Laboratory Training And Individually Different Change written by Sven-Åke Lennung and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1974 with Group relations training categories.

Meta Learning

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Author : Christian Rudolf Köpf
language : en
Publisher:
Release Date : 2006

Meta Learning written by Christian Rudolf Köpf and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Computers categories.

Metalearning

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Author : Pavel Brazdil
language : en
Publisher: Springer Nature
Release Date : 2022-02-22

Metalearning written by Pavel Brazdil and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-22 with Computers categories.

This open access book offers a comprehensive and thorough introduction to almost all aspects of metalearning and automated machine learning (AutoML), covering the basic concepts and architecture, evaluation, datasets, hyperparameter optimization, ensembles and workflows, and also how this knowledge can be used to select, combine, compose, adapt and configure both algorithms and models to yield faster and better solutions to data mining and data science problems. It can thus help developers to develop systems that can improve themselves through experience. As one of the fastest-growing areas of research in machine learning, metalearning studies principled methods to obtain efficient models and solutions by adapting machine learning and data mining processes. This adaptation usually exploits information from past experience on other tasks and the adaptive processes can involve machine learning approaches. As a related area to metalearning and a hot topic currently, AutoML is concerned with automating the machine learning processes. Metalearning and AutoML can help AI learn to control the application of different learning methods and acquire new solutions faster without unnecessary interventions from the user. This book is a substantial update of the first edition published in 2009. It includes 18 chapters, more than twice as much as the previous version. This enabled the authors to cover the most relevant topics in more depth and incorporate the overview of recent research in the respective area. The book will be of interest to researchers and graduate students in the areas of machine learning, data mining, data science and artificial intelligence.

Network Exam Prep 2

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Author : Drew Bird
language : en
Publisher:
Release Date : 2005

Network Exam Prep 2 written by Drew Bird and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computers categories.

The ultimate self-study guide for the latest Network+ exam, providing you with the most comprehensive reference available!

Representation Reducing Heuristics For Semi Automated Scientific Discovery

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Author : Joseph Perry Phillips
language : en
Publisher:
Release Date : 2000

Representation Reducing Heuristics For Semi Automated Scientific Discovery written by Joseph Perry Phillips and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with categories.

Handbook Of Gifted Education

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Author : Nicholas Colangelo
language : en
Publisher: Allyn & Bacon
Release Date : 1991

Handbook Of Gifted Education written by Nicholas Colangelo and has been published by Allyn & Bacon this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Education categories.

Reflects current thinking on the education of the gifted. It presents the issues, offering definitions of giftedness; describes appropriate programme models and teaching practice; and covers creativity and thinking skills, counselling services and other special topics concerning gifted students.

Artificial Neural Networks

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Author :
language : en
Publisher:
Release Date : 2003

Artificial Neural Networks written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Neural networks (Computer science) categories.

Becoming A Technical Leader

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Author : Gerald M. Weinberg
language : en
Publisher: Dorset House Publishing Company, Incorporated
Release Date : 1986

Becoming A Technical Leader written by Gerald M. Weinberg and has been published by Dorset House Publishing Company, Incorporated this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with Business & Economics categories.

Whether you manage people, are managed by people, or just want to change the way you interact with others, this book is about success. How to plan it, how to make it happen--Becoming a Technical Leader shows you how to do it!

Adult Learning Strategy Repertoires In An Online Course

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Author : Machelle K. Schroeder
language : en
Publisher:
Release Date : 2001

Adult Learning Strategy Repertoires In An Online Course written by Machelle K. Schroeder and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with categories.