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Machine Learning with Noisy Labels: Definitions, Theory, Techniques and Solution

Description: FREE SHIPPING UK WIDE Machine Learning with Noisy Labels by Gustavo Carneiro Machine Learning and Noisy Labels: Definitions, Theory, Techniques and Solutions provides an ideal introduction to machine learning with noisy labels that is suitable for senior undergraduates, post graduate students, researchers and practitioners using, and researching, machine learning methods. Most of the modern machine learning models based on deep learning techniques depend on carefully curated and cleanly labeled training sets to be reliably trained and deployed. However, the expensive labeling process involved in the acquisition of such training sets limits the number and size of datasets available to build new models, slowing down progress in the field. This book defines the different types of label noise, introduces the theory behind the problem, presents the main techniques that enable the effective use of noisy-label training sets, and explains the most accurate methods. FORMAT Paperback CONDITION Brand New Author Biography Professor Gustavo Carneiro, Artificial Intelligence and Machine Learning, University of Surrey, UK. Table of Contents 1. Problem Definition2. Noisy-label Problems and Datasets3. Theoretical Aspects of Noisy-label Learning4. Noisy-Label Learning Techniques5. Benchmarks, Methods, Results and Code6. Conclusion and Final Considerations Details ISBN0443154414 Author Gustavo Carneiro Publisher Elsevier Science Publishing Co Inc Year 2024 ISBN-13 9780443154416 Format Paperback Imprint Academic Press Inc Subtitle Definitions, Theory, Techniques and Solutions Place of Publication San Diego Country of Publication United States UK Release Date 2024-01-01 Alternative 9780443154423 Audience Professional & Vocational ISBN-10 0443154414 DEWEY 006.31 Pages 312 NZ Release Date 2024-03-07 AU Release Date 2024-03-07 Publication Date 2024-03-18 US Release Date 2024-03-18 We've got this At The Nile, if you're looking for it, we've got it. With fast shipping, low prices, friendly service and well over a million items - you're bound to find what you want, at a price you'll love! 30 DAY RETURN POLICY No questions asked, 30 day returns! FREE DELIVERY No matter where you are in the UK, delivery is free. SECURE PAYMENT Peace of mind by paying through PayPal and eBay Buyer Protection TheNile_Item_ID:159148905;

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Machine Learning with Noisy Labels: Definitions, Theory, Techniques and Solution

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Format: Paperback

ISBN-13: 9780443154416

Author: Gustavo Carneiro

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