GAN meaning in Computing ?

Answer: What is Generative Adversarial Networks mean?

A generative adversarial network (GAN) is a class of machine learning frameworks designed by Ian Goodfellow and his colleagues in June 2014. Two neural networks contest with each other in a game (in the form of a zero-sum game, where one agent's gain is another agent's loss).

Given a training set, this technique learns to generate new data with the same statistics as the training set. For example, a GAN trained on photographs can generate new photographs that look at least superficially authentic to human observers, having many realistic characteristics. Though originally proposed as a form of generative model for unsupervised learning, GANs have also proven useful for semi-supervised learning, fully supervised learning, and reinforcement learning.

The core idea of a GAN is based on the "indirect" training through the discriminator, which itself is also being updated dynamically. This basically means that the generator is not trained to minimize the distance to a specific image, but rather to fool the discriminator. This enables the model to learn in an unsupervised manner.

reference

Full Form	Category
Great American Novel	Academic & Science
Gan Island	Airport Code
Garan, Inc.	Business
Groupe des Assurances Nationales	Business
Global Arab Network	Business
Gallium Nitride	Chemistry
Global Action Nepal	Community
Generative Adversarial Network	Community
Galactic Area Network	Computing
Generative Adversarial Networks	Computing
Gaming All Night	Computing
Global Access Network	Computing
Global Action Network	Computing
Galactic Arena: The NFTverse	Cryptocurrency
Great Aunt Nancy	General
Good As New	General
Global Accelerator Network	General
Geeks and Nerds	General
Go Ahead Nurul	General
Global Adaptation Network	General
Global Apprenticeship Network	General
Generic Access Network	General
Grant Anticipation Note	General
Global Automotive Network	General
Gran Acuerdo Nacional	Governmental
Grupo Aeronaval (de la Flota)	International
Giant axonal neuropathy	Medical
Global Area Network	Networking
Gösta Adrian-Nilsson	Society & Culture
Gan International Airport	Transport & Travel