GAN
Generator versus discriminator
In machine learning, a GAN is a generative adversarial network—a system where two neural networks compete, one generating synthetic data and the other evaluating its authenticity.
GANs produce realistic images, audio, and video, including deepfakes: The portrait was created by a GAN.
The architecture revolutionized artificial content generation.
AI-manipulated video mimicry
- photorealisticResembling actual photographs
- syntheticProduced artificially, not natural
- machine learningAlgorithms that improve from data
Electricity-producing machine
- discriminatorThing that differentiates
- two-player gameContest for a pair
- convergenceProcess of approaching sameness
- equilibriumState of balance
critic · zero-sum · generative · adversarial · deep learning · neural · training
Creating pictures inside bodies
- drug discoveryDeveloping new therapeutic compounds
- fashion designCreating clothing and accessories
- colorizationAdding hues to grayscale
- denoisingRemoving unwanted signal artifacts
deepfake
AI-manipulated video mimicry
- photorealisticResembling actual photographs
- syntheticProduced artificially, not natural
- machine learningAlgorithms that improve from data
generator
Electricity-producing machine
- discriminatorThing that differentiates
- two-player gameContest for a pair
- convergenceProcess of approaching sameness
equilibrium · critic · zero-sum · generative · adversarial · deep learning · neural · training
medical imaging
Creating pictures inside bodies
- drug discoveryDeveloping new therapeutic compounds
- fashion designCreating clothing and accessories
- colorizationAdding hues to grayscale
inpainting
Reconstructing missing image regions
- artistic renderingCreative visual representation
- machine learningneural networks, deep learning, backpropagation, underfitting, CNNs
- ML modelsneural network, neural networks, decision tree, decision trees, linear regression
- Puzzle CubesRubik's, Calvin
- Venezuelan Museums
- image restorationphoto restoration, damage repair, scratch removal, retouching, healing brush