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£74.67

Academic Press Machine Learning with Noisy Labels: Definitions, Theory, Techniques and Solutions

Name: Machine Learning with Noisy Labels: Definitions, Theory, Techniques and Solutions
Brand: Academic Press
Price: 74.67 GBP
Availability: InStock

AI & Machine Learning

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Description

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. Shows how to design and reproduce regression, classification and segmentation models using large-scale noisy-label training sets Gives an understanding of the theory of, and motivation for, noisy-label learning Shows how to classify noisy-label learning methods into a set of core techniques

Product Specifications

Brand: Academic Press
Format: paperback
ASIN: 0443154414
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 08 March 2024
Listed Since: 24 May 2023

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Academic Press Machine Learning with Noisy Labels: Definitions, Theory, Techniques and Solutions

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