Docker for Machine Learning, AI, and Data Science | Workshop (DockerCon 2023)

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
docker.com/
Introducing Docker’s Generative AI and Machine Learning Stack (DockerCon 2023) • Introducing Docker’s G...
GenAI Stack announcement
www.docker.com/blog/introduci...
Docker Desktop GenAI Stack on GitHub github.com/docker/genai-stack
How IKEA Retail Standardizes Docker Images for Efficient
Machine Learning Model Deployment www.docker.com/blog/how-ikea-...
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