Applied Generative AI for Beginners: Practical Knowledge on Diffusion Models, ChatGPT, and Other LLMs

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2023

A. Kulkarni et al.Applied Generative AI for Beginnershttps://doi.org/10.1007/978-1-4842-9994-4_8

8. Diffusion Model and Generative AI for Images

Akshay Kulkarni¹  , Adarsha Shivananda², Anoosh Kulkarni¹ and Dilip Gudivada³

(1)

Bangalore, Karnataka, India

(2)

Hosanagara, Karnataka, India

(3)

Bangalore, India

 

The two prominent generative models, namely, generative adversarial networks (GANs) and variational autoencoders (VAEs), have gained substantial recognition. We will see a brief explanation of both in this chapter followed by a detailed diffusion model. GANs have exhibited versatility across various applications, yet their training complexity and limited output ...