Take this DockerCon 2023 crash course on the latest generative AI developments in LLMs and Image Generation models. We provide an overview of techniques for fine-tuning generative models, a walkthrough of building a multi-modal use case that leverages multiple models (Stable Diffusion XL, CLIP Interrogator, Llama2 etc.), and explain how to containerize a model using Python and Dockerfiles. Learn how to build your first GenAI vertical: model containerization & deployment, front end, testing, scaling, and updating.
Speaker:
Thierry Moreau, Co-Founder and Tech Evangelist, OctoML
Sameer Farooqui, Principal Product Marketing Manager, OctoML
Ajeet Raina, Developer Advocate, Docker
Resources:
Docker.com
Introducing Docker’s Generative AI and Machine Learning Stack (DockerCon 2023) https://www.youtube.com/watch?v=yPuhGtJT55o
GenAI Stack announcement
https://www.docker.com/blog/introducing-a-new-genai-stack/
Docker Desktop GenAI Stack on GitHub https://github.com/docker/genai-stack
How IKEA Retail Standardizes Docker Images for Efficient
Machine Learning Model Deployment https://www.docker.com/blog/how-ikea-retail-standardizes-docker-images-for-efficient-machine-learning-model-deployment/
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