variational autoencoder

Rare Earth Juejin Tech Community

Dec 3, 2023 · Artificial Intelligence

Probability Basics, Discriminative vs Generative Models, and Autoencoders (including Variational Autoencoders)

This article introduces fundamental probability notation, explains the difference between discriminative and generative models, and provides a comprehensive overview of autoencoders and variational autoencoders, covering their architectures, loss functions, latent spaces, and practical applications in image manipulation.

Generative Modelsautoencodersdiscriminative models

0 likes · 17 min read

Probability Basics, Discriminative vs Generative Models, and Autoencoders (including Variational Autoencoders)

Laiye Technology Team

Feb 17, 2023 · Artificial Intelligence

Understanding Diffusion Models, Autoencoders, and VAEs for AIGC with Code Examples

This article introduces the hot AIGC field by explaining diffusion‑based image generation, detailing the principles and mathematics of AutoEncoder and Variational AutoEncoder models, and providing complete TensorFlow code examples to help readers master these generative techniques step by step.

AIGCGenerative AITensorFlow

0 likes · 8 min read

Understanding Diffusion Models, Autoencoders, and VAEs for AIGC with Code Examples

DataFunSummit

Jul 16, 2022 · Artificial Intelligence

Data‑to‑Text Generation: Controllability, Reliability, and Planning Strategies

This article introduces data‑to‑text generation, discusses its task background, common datasets, structured data representations, explicit and implicit planning methods, model architectures such as RNN, Transformer and VAE, and compares the advantages and challenges of each approach.

AINatural Language Generationdata-to-text

0 likes · 16 min read

Data‑to‑Text Generation: Controllability, Reliability, and Planning Strategies