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The original GAN method is based on the GAN game, a zero-sum game with 2 players: generator and discriminator. The game is defined over a probability space (,,), The generator's strategy set is the set of all probability measures on (,), and the discriminator's strategy set is the set of measurable functions : [,].
A generative adversarial network (GAN) is a class of machine learning frameworks and a prominent framework for approaching generative artificial intelligence.The concept was initially developed by Ian Goodfellow and his colleagues in June 2014. [1]
Vanilla OSS has a very lightweight core with a number of optional plugins, including chat, private messages, "Who's Online", and attachments. The most recent version (2.6.3) was released on September 23, 2018. Vanilla OSS is still maintained by the Vanilla team with help of the user community.
In deep learning, a multilayer perceptron (MLP) is a name for a modern feedforward neural network consisting of fully connected neurons with nonlinear activation functions, organized in layers, notable for being able to distinguish data that is not linearly separable.
Vanilla software refers to applications and systems used in their unmodified, original state, as distributed by their vendors. [1] This term is often applied in fields such as enterprise resource planning (ERP), [2] e-government systems, [3] and software development, where simplicity and adherence to vendor standards are more important than expanded functionality. [4]
Artificial neural networks (ANNs) are models created using machine learning to perform a number of tasks.Their creation was inspired by biological neural circuitry. [1] [a] While some of the computational implementations ANNs relate to earlier discoveries in mathematics, the first implementation of ANNs was by psychologist Frank Rosenblatt, who developed the perceptron. [1]
Video game modding (short for "modifying") is the process of alteration by players or fans of one or more aspects of a video game, [1] such as how it looks or behaves, and is a sub-discipline of general modding.
A direct predecessor of the StyleGAN series is the Progressive GAN, published in 2017. [9]In December 2018, Nvidia researchers distributed a preprint with accompanying software introducing StyleGAN, a GAN for producing an unlimited number of (often convincing) portraits of fake human faces.