Building Transformer Models with Pytorch 2. 0 by Timsina Prem;

Author:Timsina, Prem;
Language: eng
Format: epub
Publisher: BPB Publications

Project 2: DogGenDiffusion

You are part of a creative art company and want to develop unique dog artwork for inspiration. Your task is to create a diffusion model that performs unconditional image generation of dogs.

Project name: DogGenDiffusion

Dataset: We will utilize the BirdL/DALL-E-Dogs dataset from HuggingFace, which contains 1,104 unique dog images.

Data transformation: All images will be resized to 128 x 128 pixels, and we will experiment with various data transformation techniques.

Model: The UNet2DModel from HuggingFace’s Diffusers library will be employed for this task.

A comprehensive pipeline for model development and inference can be found in the accompanying notebook.

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