File:Fine-tune Stable Diffusion with LoRA for as low as $1.webm

Summary

Description
English: Fine-tuning large models doesn't have to be complicated and expensive. In this tutorial, I provide a step-by-step demonstration of the fine-tuning process for a Stable Diffusion model geared towards Pokemon image generation. Utilizing a pre-existing script sourced from the Hugging Face diffusers library, the configuration is set to leverage the LoRA algorithm from the Hugging Face PEFT library. The training procedure is executed on a modest AWS GPU instance (g4dn.xlarge), optimizing cost-effectiveness through the utilization of EC2 Spot Instances, resulting in a total cost as low as $1.

⭐️⭐️⭐️ Don't forget to subscribe to be notified of future videos ⭐️⭐️⭐️

- Blog: https://huggingface.co/blog/lora - Model: https://huggingface.co/juliensimon/stable-diffusion-v1-5-pokemon-lora - Dataset: https://huggingface.co/datasets/lambdalabs/pokemon-blip-captions - Amazon EC2 G4 instances: https://aws.amazon.com/ec2/instance-types/g4/

Follow me on Medium at https://julsimon.medium.com or Substack at https://julsimon.substack.com.
Date
Source YouTube: Fine-tune Stable Diffusion with LoRA for as low as $1 – View/save archived versions on archive.orgCategory:Media from YouTube
Author Julien Simon

Licensing

This video, screenshot or audio excerpt was released under the Creative Commons license option on YouTube before August 2025. (YouTube changed the license version from CC BY 3.0 to 4.0 on August 1; this was not retroactive.)
For videos uploaded or licensed after July 2025 use {{YouTube CC-BY 4.0}}
To the uploader: You must provide a link (URL) to the original file and the authorship information if available.
w:en:Creative Commons
attribution
This file is licensed under the Creative Commons Attribution 3.0 Unported license.
Attribution:
Julien Simon
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
Category:CC-BY-3.0#Fine-tune%20Stable%20Diffusion%20with%20LoRA%20for%20as%20low%20as%20$1.webm Category:Media from YouTube#Fine-tune%20Stable%20Diffusion%20with%20LoRA%20for%20as%20low%20as%20$1.webm
This file, which was originally posted to an external website, has not yet been reviewed by an administrator or reviewer to confirm that the above license is valid. See Category:License review needed for further instructions.
Category:License review needed (video)#152511454 Category:Uploaded with video2commons Category:Stable Diffusion Category:AI model fine-tuning Category:Videos in English Category:LoRa Category:Hugging Face Category:Video tutorials Category:Videos about artificial intelligence in English Category:Videos uploaded by Prototyperspective
Category:AI model fine-tuning Category:CC-BY-3.0 Category:Hugging Face Category:License review needed (video) Category:LoRa Category:Media from YouTube Category:Stable Diffusion Category:Uploaded with video2commons Category:Video tutorials Category:Videos about artificial intelligence in English Category:Videos in English Category:Videos uploaded by Prototyperspective