End-to-end Prototyping with Llama 3
There are many rabbit holes that we must avoid while studying AI Engineering! Too often, we see only one step of a much larger picture along the path from prototyping to production. In other words, we’re often focused on some aspect of building, shipping, or sharing, but rarely all of them at once.
In this event, however, Dr. Greg and The Wiz from AI Makerspace team up with PromptEngineering to demonstrate how to move through the entire prototyping process from end to end using open-source tools!
We will build, ship, and share with the Hugging Face Hub according to the following workflow:
🏗️ Building
🗂️ Data: How to curate (or create) a dataset, process it, and push it to Datasets on the Hub
🧠 Models: How to choose (or fine-tune) a model, adapt it to your task or domain and push it to Models on the Hub
🚢 Shipping
↕️ API Endpoints: How to deploy your model using a scalable endpoint for production using Hugging Face Inference Endpoints
🚀 Sharing
📲 User Interface: How to put a simple Chainlit front end on your application
💬 Deployment: How to wrap your application in a Docker container, and deploy it using Hugging Face Spaces
In this event, you'll learn:
How to curate data and use it to fine-tune an open-source LLM
How to create a scalable production endpoint directly for your model
How to build a UI and deploy a public URL for your own custom LLM
Speakers:
Dr. Muhammad Farooq is the content creator of the Prompt Engineering Youtube channel and is also the creator and maintainer of the of localgpt open source project (19k+ Github ⭐️). He is an AI consultant, advises several startups and contributes to open source projects. He loves hiking and is based in Los Angeles, California.
Dr. Greg Loughnane is the Co-Founder & CEO of AI Makerspace, where he serves as an instructor for their AI Engineering Bootcamp. Since 2021 he has built and led industry-leading Machine Learning education programs. Previously, he worked as an AI product manager, a university professor teaching AI, an AI consultant and startup advisor, and ML researcher. He loves trail running and is based in Dayton, Ohio.
Chris Alexiuk, is the Co-Founder & CTO at AI Makerspace, where he serves as an instructor for their AI Engineering Bootcamp. Previously, he’s held roles as a Founding Machine Learning Engineer, Data Scientist, and ML curriculum developer and instructor. He’s a YouTube content creator YouTube who’s motto is “Build, build, build!” He loves Dungeons & Dragons and is based in Toronto, Canada.