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Browse subtopics: Generative AI

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DDPM

Denoising Diffusion Probabilistic Models (DDPM) are a class of generative model introduced by Jonathan Ho, Ajay Jain, and Pieter Abbeel of UC Berkeley in their June 2020 paper "Denoising Diffusion…

Deep LearningGenerative AI

Diffusion model

A diffusion model is a generative model that learns to transform samples from a simple reference distribution into samples resembling a data distribution by reversing a gradual corruption process.

Computer VisionDeep Learning

Generative AI

Generative AI is a class of artificial intelligence systems that produces new data instances, such as text, software code, images, audio, video, molecular structures, or other representations, by learning…

Artificial IntelligenceGenerative AI

Generative Model

A generative model is a class of statistical and machine learning model that learns the joint probability distribution P(X) of the observed data, or the joint distribution P(X, Y) of inputs and labels

Deep LearningGenerative AI

Latent Space

A latent space is the vector space a machine learning model maps its inputs into, where each input becomes a point (a latent vector or latent code) and the geometry of the space carries information the raw…

Deep LearningGenerative AI

Minimax Loss

Minimax loss is a loss function rooted in game theory and decision theory that measures the worst-case performance of a strategy, algorithm, or model.

Generative AIMathematics

Stefano Ermon

Stefano Ermon is an Italian computer scientist and an associate professor of computer science at Stanford University, best known for foundational work on score-based generative models

Generative AIPeople

Wasserstein Loss

Wasserstein loss is a loss function for training generative models that measures the distance between two probability distributions as the Wasserstein-1 distance

Generative AIMathematics

Z.ai

Z.ai is the international brand of the Chinese artificial intelligence company Zhipu AI (智谱AI), a 2019 spinout from Tsinghua University that builds the open-weight General Language Model (GLM) family and…

AI CompaniesChinese AI