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Machine Learning
book

Machine Learning

by Seyedeh Leili Mirtaheri, Reza Shahbazian
September 2022
Intermediate to advanced
212 pages
6h 56m
English
CRC Press
Content preview from Machine Learning

Chapter 6 Generative Adversarial Networks

Machine learning algorithms are mainly divided into supervised, semi-supervised, and unsupervised algorithms. The supervised algorithms need labeled data for the optimization process. However, the data collection phase for these algorithms is very hard. Many algorithms have been introduced in recent years to reduce human-centered data collection, which is very expensive process. The semi-supervised and unsupervised algorithms have mainly focused on reducing cost. Specifically, the variational autoencoder (VAE) and Generative adversarial networks (GANs) can produce artificial data samples based on a limited set of the collected data. The VAE can produce the data. However, in computer vision applications, ...

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Publisher Resources

ISBN: 9781000737721