Generative adversarial network- GANs

Concept and definition

Generative adversarial network- GANs

What is Generative adversarial network- GANs?

An antagonistic generative network, also known as a GAN (Generative Adversarial Network), is a type of artificial neural network architecture used in the field of machine learning to generate new and original data from input data.

The structure of a GAN consists of two neural networks: a generator and a discriminator. The generator receives a set of input data (e.g. images or text) and generates new samples that resemble the original samples. The discriminator, on the other hand, evaluates the quality of the generated samples and tries to distinguish whether they are real or fake.

During training, the generator attempts to fool the discriminator by generating samples that are increasingly similar to the original samples, while the discriminator attempts to detect differences between the generated samples and the original samples. This process of competition and feedback between the generator and the discriminator continues until the generator is able to generate samples that are virtually indistinguishable from the original samples.

GANs have been used in a wide variety of applications, such as image and video generation, speech and music synthesis, natural language processing, and game modeling. In addition, GANs have proven useful for improving the quality of input data and for style transfer.

« Back to glossary

Do you want to get in touch?

CDRs contain data that a telecommunications company collects about phone calls, such as time and length of call. This data can be used in analytical applications.
Fill the form
Digital Transformation in SMEs

Nowadays digital transformation is key in any type of business. The 40% of Spanish companies will not exist in its current form in the next few [...]

Read More »
12 Sectors with the greatest potential for entrepreneurship

Business opportunities are everywhere and many times we do not know which are the sectors with the greatest potential for entrepreneurship.

Read More »
How to meet customer needs

It is vital to understand, identify and satisfy customer needs. In this way, our business will be able to offer products and [...]

Read More »
Retail Future, a look at the future of Retail, where Artificial Intelligence could not be missing.

A few days ago we were able to attend a pioneering event in the world of Retail, the Retail Future 2022 fair. In its fifth edition, and under the slogan "Challenge [...]

Read More »
See more entries
© Gamco 2021, All Rights Reserved - Legal notice - Privacy - Cookies