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GAN

Generative Adversarial Network.

Definition

Generative Adversarial Network. Two neural networks competing against each other — a generator that creates fake data and a discriminator that tries to tell real from fake. This adversarial training produces incredibly realistic outputs. Dominated image generation before diffusion models took over.

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Related Terms

Generative AI

AI systems that create new content — text, images, audio, video, or code — rather than just analyzing or classifying existing data.

Deepfake

AI-generated media that realistically depicts a person saying or doing something they never actually did.

Activation Function

A mathematical function applied to a neuron's output that introduces non-linearity into the network.

Adam Optimizer

An optimization algorithm that combines the best parts of two other methods — AdaGrad and RMSProp.

AGI

Artificial General Intelligence.

AI Alignment

The research field focused on making sure AI systems do what humans actually want them to do.

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