James Skelton

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Articles

How to Fine-Tune a FLUX Model in under an hour with AI Toolkit and a DigitalOcean H100 GPU

Aug 21, 2024 | blog.paperspace.com | James Skelton |AutoModel ForCausalLM

FLUX has been taking the internet by storm this past month, and for good reason. Their claims of superiority to models like DALLE 3, Ideogram, and Stable Diffusion 3 have proven well founded. With capability to use the models being added to more and more popular Image Generation tools like Stable Diffusion Web UI Forge and ComyUI, this expansion into the Stable Diffusion space will only continue. Since the model's release, we have also seen a number of important advancements to the user workflow.
FLUX Image Generation with DigitalOcean

Aug 7, 2024 | blog.paperspace.com | James Skelton

We have talked a lot about the capabilities and potential of Deep Learning Image Generation here on the Paperspace by DigitalOcean Blog. Not only are image generation tools fun and intuitive to use, but they are one of the most widely democratized and distributed AI models available to the public. Really, the only Deep Learning technology with a larger social footprint are Large Language Models.
Managing your app's Deployment costs efficiently on Paperspace

May 31, 2024 | blog.paperspace.com | James Skelton

Creating and deploying Deep Learning model serving applications is one of the best and most frequent use cases for Paperspace customers. Managing and running these with Deployment's makes it simpler and faster to spin up your apps than anywhere else on the web. We've talked extensively here on the Paperspace Blog about the utility of the Deployment's product, and we recommend reading more about it here.
StoryDiffusion with Paperspace Notebooks

May 24, 2024 | blog.paperspace.com | James Skelton

One of the most popular, recent applications of diffusion modeling is StoryDiffusion. This project aims to give more control over to the user when chaining sequential diffusion model text-to-image generations, conserving characteristics of a character or style in order to help facilitate a visual narrative. Because the method is so versatile and plug-and-play, it can be combined with PhotoMaker for an even greater degree of fidelity in the final output.
Expanding the Versatility of IDM-VTON with Grounded Segment Anything

May 9, 2024 | blog.paperspace.com | James Skelton

We have been living in a Golden Age of text-to-image generation for the last few years. Since the initial release of Stable Diffusion to the open source community, the capability of the technology has exploded as it has been integrated in a wider and wider variety of pipelines to take advantage of the innovative, computer vision model. From ControlNets to LoRAs to Gaussian Splatting to instantaneous style capture, it's evident that we this innovation is only going to continue to explode in scope.
Running Stanford OVAL's STORM Mistral demo with Paperspace and DSPy

Apr 30, 2024 | blog.paperspace.com | James Skelton

The promise of Large Language Model's is becoming increasingly more apparent, and their use more and more prevalent, as the technology continues to improve. With the release of LLaMA 3, we are finally starting to see Open Source language models getting reasonably close in quality to the walled garden releases that have dominated the scene since the release of ChatGPT. One of the more enticing use cases for these models is as a writing aid.
Come see Paperspace by DigitalOcean at Nvidia GTC!

Mar 8, 2024 | blog.paperspace.com | James Skelton

We're excited to see all of our fellow AI enthusiasts, hardware experts, Deep Learning innovators, and Paperspace users at Nvidia GTC this year! This year we will be hosting a booth (booth 1329), a special happy hour with co-hosts Dell, and presenting several topics and demos to attendees.
How to use H100 Single and Multi-GPU machines with Paperspace

Jan 29, 2024 | blog.paperspace.com | James Skelton

Hello, today we're going to show how to set up single and multi-GPU H100 instances with Paperspace. Follow along using the attached video as we go over the setup procedure, launch settings, and accessing the machine with as little overhead as possible. If you wish to access the machines using SSH from your local, be sure to setup SSH before launching the Machine -> Video Tutorial on setting SSHNavigating the Paperspace WebsiteThe first we'll do is sign into the console.
How to run most Gradio powered HuggingFace Space in Paperspace Notebooks

Dec 19, 2023 | blog.paperspace.com | James Skelton

HuggingFace.co is one of the greatest resources for AI developers at every level, from hobbyists to researchers at FAANG companies, to learn and play around with the hottest open source AI technologies. HuggingFace offers a Git-like environment to host large files and datasets, represented by their Model and Dataset products. To support this, the site also contains additional infrastructure to enable users to both run inference on these models using their Diffusers/Transformers libraries.
How to generate the highest quality AI images on Paperspace with Fooocus

Dec 8, 2023 | blog.paperspace.com | James Skelton

In the past few weeks, we have seen in an explosion in popularity for the latest Stable Diffusion application Fooocus. Fooocus is a Gradio based image generating software that has been designed by the notable open-source developer Illyasviel, who also brought us ControlNet. It offers a novel approach to the image synthesis pipeline as an alternative to popular pipelines like AUTOMATIC1111's Stable Diffusion Web UI or MidJourney.