Machine Learning Inside the Container - Simplifying ML Workflows with envd

Explore how envd simplifies and streamlines the machine learning workflow for developers in this 30-minute conference talk from DockerCon 2023. Dive into the world of machine learning environment tools designed to facilitate the development, training, and serving of models within Docker containers. Learn how envd addresses challenges of reproducibility, isolation, and ease of deployment/serving in complex machine learning projects. Discover the benefits of creating standardized and isolated environments within Docker containers, offering seamless integration of machine learning frameworks, libraries, and popular Ops infrastructures. Understand how envd's simplified Starlark front-end allows users to launch containers using Python-like syntax configuration files, easily tracked by version control tools. Gain insights into envd's use of Buildkit as its back-end, leveraging state-of-the-art artifact builder features. Enhance your knowledge of Docker's suite of development tools and services for accelerating the delivery of secure applications in the realm of artificial intelligence and machine learning.