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
AI, a new ally for telemarketing

The acquisition of new customers is one of the most important and difficult processes for a company. Traditionally, it has been necessary to resort to [...]

Read More »
What is AIoT (Artificial Intelligence Of Things)?

If we look at them separately, the Internet of Things (IoT) and Artificial Intelligence (AI) are powerful technologies and if we combine them, we get a [...]

Read More »
What is factoring and when to use it in your company?

When seeking financing for companies, one of the most widely used formulas today is factoring. This is a resource that is not always [....]

Read More »
What is Buy Now Pay Later (BNPL) and how does it benefit your online business?

The banking sector has undergone considerable transformations over the past 10 years. Especially as banking has become more integrated and [...]

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