Learning With Limited Samples

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Learning With Limited Samples

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Author : Lisha Chen
language : en
Publisher:
Release Date : 2023-01-25

Learning With Limited Samples written by Lisha Chen and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-25 with categories.

Deep learning has achieved remarkable success in many machine learning tasks such as image classification, speech recognition, and game playing. However, these breakthroughs are often difficult to translate into real-world engineering systems because deep learning models require a massive number of training samples, which are costly to obtain in practice. To address labeled data scarcity, few-shot meta-learning optimizes learning algorithms that can efficiently adapt to new tasks quickly. While meta-learning is gaining significant interest in the machine learning literature, its working principles and theoretic fundamentals are not as well understood in the engineering community.This review monograph provides an introduction to meta-learning by covering principles, algorithms, theory, and engineering applications. After introducing meta-learning in comparison with conventional and joint learning, the main meta-learning algorithms are described, as well as a general bilevel optimization framework for the definition of meta-learning techniques. Then, known results on the generalization capabilities of meta-learning from a statistical learning viewpoint are summarized. Applications to communication systems, including decoding and power allocation, are discussed next, followed by an introduction to aspects related to the integration of meta-learning with emerging computing technologies, namely neuromorphic and quantum computing. The monograph concludes with an overview of open research challenges.

Looking Listening And Learning

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Author : Carl Braun
language : en
Publisher: Peguis Publishers, Limited
Release Date : 1993

Looking Listening And Learning written by Carl Braun and has been published by Peguis Publishers, Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Education categories.

Grade level: 1, 2, 3, 4, 5, 6, 7, e, p, i, t.

Computer Systems That Learn

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Author : Sholom M. Weiss
language : en
Publisher: Morgan Kaufmann Publishers
Release Date : 1991

Computer Systems That Learn written by Sholom M. Weiss and has been published by Morgan Kaufmann Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Computers categories.

This text is a practical guide to classification learning systems and their applications, which learn from sample data and make predictions for new cases. The authors examine prominent methods from each area, using an engineering approach and taking the practitioner's point of view.

Learning From Data

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Author : Vladimir S. Cherkassky
language : en
Publisher: Wiley-Interscience
Release Date : 1998-03-25

Learning From Data written by Vladimir S. Cherkassky and has been published by Wiley-Interscience this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998-03-25 with Computers categories.

Accommodating both beginning and advanced students, this book establishes a general conceptual framework, in which various learning methods, from statistics, neural networks, and fuzzy logic can be applied--showing that a few fundamental principles underlie most new methods being proposed today in the fields of statistics, engineering, and computer science.

Evolution And Religion

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Author : Arthur J. Dadson
language : en
Publisher:
Release Date : 1893

Evolution And Religion written by Arthur J. Dadson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1893 with Evolution categories.

Dental Advertiser

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Author :
language : en
Publisher:
Release Date : 1884

Dental Advertiser written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1884 with categories.

Measurement And Evaluation In Teaching

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Author : Norman Edward Gronlund
language : en
Publisher: MacMillan Publishing Company
Release Date : 1990

Measurement And Evaluation In Teaching written by Norman Edward Gronlund and has been published by MacMillan Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990 with Education categories.

Empirical Concept Learning As A Function Of Data Sampling And Concept Character

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Author : Larry Rendell
language : en
Publisher:
Release Date : 1988

Empirical Concept Learning As A Function Of Data Sampling And Concept Character written by Larry Rendell and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Concept learning categories.

Academy A Weekly Review Of Literature Learning Science And Art

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Author :
language : en
Publisher:
Release Date : 1875

Academy A Weekly Review Of Literature Learning Science And Art written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1875 with categories.

The Poetical gazette; the official organ of the Poetry society and a review of poetical affairs, nos. 4-7 issued as supplements to the Academy, v. 79, Oct. 15, Nov. 5, Dec. 3 and 31, 1910

Measurement And Assessment In Teaching

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Author : Robert L. Linn
language : en
Publisher:
Release Date : 2005

Measurement And Assessment In Teaching written by Robert L. Linn and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Education categories.

For Test and Measurement courses, this volume introduces prospective teachers to all of the elements of measurement and assessment that are essential to good teaching, including the techniques needed to create, use, evaluate, and interpret the full spectrum of both published and self-created assessment vehicles.