Docker for Machine Learning, AI, and Data Science - DockerCon 2023 Workshop

Dive into a comprehensive DockerCon 2023 workshop exploring Docker's applications in machine learning, AI, and data science. Get up to speed with the latest generative AI developments in Large Language Models (LLMs) and Image Generation models. Explore techniques for fine-tuning generative models and follow a detailed walkthrough of building a multi-modal use case leveraging multiple models such as Stable Diffusion XL, CLIP Interrogator, and Llama2. Learn how to containerize models using Python and Dockerfiles, and gain insights into building your first Generative AI vertical, including model containerization, deployment, front-end development, testing, scaling, and updating. Benefit from the expertise of industry leaders from OctoML and Docker as they guide you through practical implementations and best practices. Access additional resources on Docker's Generative AI and Machine Learning Stack, and discover how companies like IKEA Retail standardize Docker images for efficient machine learning model deployment.