Docker for Machine Learning, AI, and Data Science - DockerCon 2023 Workshop
Offered By: Docker via YouTube
Course Description
Overview
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.
Syllabus
Docker for Machine Learning, AI, and Data Science | Workshop (DockerCon 2023)
Taught by
Docker
Related Courses
LLaMA2 for Multilingual Fine TuningSam Witteveen via YouTube Set Up a Llama2 Endpoint for Your LLM App in OctoAI
Docker via YouTube AI Engineer Skills for Beginners: Code Generation Techniques
All About AI via YouTube Training and Evaluating LLaMA2 Models with Argo Workflows and Hera
CNCF [Cloud Native Computing Foundation] via YouTube LangChain Crash Course - 6 End-to-End LLM Projects with OpenAI, LLAMA2, and Gemini Pro
Krish Naik via YouTube