Metalearning

Metalearning
Author: Pavel Brazdil
Publisher: Springer Science & Business Media
Total Pages: 182
Release: 2008-11-26
Genre: Computers
ISBN: 3540732624

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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.


Metalearning
Language: en
Pages: 182
Authors: Pavel Brazdil
Categories: Computers
Type: BOOK - Published: 2008-11-26 - Publisher: Springer Science & Business Media

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Metalearning is the study of principled methods that exploit metaknowledge to obtain efficient models and solutions by adapting machine learning and data mining
Hands-On Meta Learning with Python
Language: en
Pages: 218
Authors: Sudharsan Ravichandiran
Categories: Computers
Type: BOOK - Published: 2018-12-31 - Publisher: Packt Publishing Ltd

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Explore a diverse set of meta-learning algorithms and techniques to enable human-like cognition for your machine learning models using various Python frameworks
Automated Machine Learning
Language: en
Pages: 223
Authors: Frank Hutter
Categories: Computers
Type: BOOK - Published: 2019-05-17 - Publisher: Springer

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This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing sys
The 4-hour Chef
Language: en
Pages: 677
Authors: Timothy Ferriss
Categories: Cooking
Type: BOOK - Published: 2012 - Publisher: Houghton Mifflin Harcourt

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Building upon Timothy Ferriss's internationally successful "4-hour" franchise, The 4-Hour Chef transforms the way we cook, eat, and learn. Featuring recipes and
Machine Learning Design Patterns
Language: en
Pages: 408
Authors: Valliappa Lakshmanan
Categories: Computers
Type: BOOK - Published: 2020-10-15 - Publisher: O'Reilly Media

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The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog pr