Metaflow: Build, Manage and Deploy AI/ML Systems
10 months ago
- #AI
- #Machine Learning
- #Data Science
- Metaflow is a human-centric framework for building and managing AI/ML systems.
- Originally developed at Netflix, now supported by Outerbounds, it boosts productivity for research and engineering teams.
- Used by companies like Amazon, Doordash, Dyson, Goldman Sachs, and Ramp.
- At Netflix, Metaflow supports over 3000 AI/ML projects, processing petabytes of data.
- Provides a Python API for rapid prototyping, scaling, and deployment.
- Features include experiment tracking, versioning, visualization, and dependency management.
- Easy installation via pip or conda-forge.
- Includes a tutorial for beginners and detailed documentation for advanced features.
- Community support available via Slack.
- Open to contributions with a provided contribution guide.