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Diagram of the latent diffusion architecture used by Stable Diffusion The denoising process used by Stable Diffusion. The model generates images by iteratively denoising random noise until a configured number of steps have been reached, guided by the CLIP text encoder pretrained on concepts along with the attention mechanism, resulting in the desired image depicting a representation of the ...
T5 (Text-to-Text Transfer Transformer) is a series of large language models developed by Google AI. Introduced in 2019, [1][2] T5 models are trained on a massive dataset of text and code using a text-to-text framework. The T5 models are capable of performing the text-based tasks that they were pretrained for.
15,000,000 United States dollar (2022) Number of employees. 170 (2023) Website. huggingface.co. Hugging Face, Inc. is an American company incorporated under the Delaware General Corporation Law [1] and based in New York City that develops computation tools for building applications using machine learning.
t. e. In machine learning, diffusion models, also known as diffusion probabilistic models or score-based generative models, are a class of latent variable generative models. A diffusion model consists of three major components: the forward process, the reverse process, and the sampling procedure. [1] The goal of diffusion models is to learn a ...
Kaggle is a data science competition platform and online community for data scientists and machine learning practitioners under Google LLC.Kaggle enables users to find and publish datasets, explore and build models in a web-based data science environment, work with other data scientists and machine learning engineers, and enter competitions to solve data science challenges.
Stability AI was founded in 2019 [citation needed] by Emad Mostaque, who also initially funded the company. [1] In August 2022 Stability AI rose to prominence with the release of its source and weights available text-to-image model Stable Diffusion. On March 23rd 2024 Emad Mostaque stepped down from his position as CEO.
Emad Mostaque. Mohammad Emad Mostaque (Bengali: মোহম্মদ ইমাদ মোশতাক; born 17 April 1983) is a British-Bangladeshi business executive, mathematician, and former hedge fund manager. [3] He is the founder and was CEO of Stability AI until 23 March 2024, [4] one of the companies behind Stable Diffusion. [5][6][7]
The Diffusion Map unravels the toroidal helix recovering the underlying intrinsic circular geometry of the data. Diffusion maps is a dimensionality reduction or feature extraction algorithm introduced by Coifman and Lafon [1][2][3][4] which computes a family of embeddings of a data set into Euclidean space (often low-dimensional) whose ...