https://metaflow.org

Framework for ML, AI and data science projects

  • Python-centric pipelines
  • Experiment tracking
  • Easy to transition from local to cloud
  • Flexible deployment options (on-prem, AWS Batch, K8s, …)

Configuration

https://netflixtechblog.com/introducing-configurable-metaflow-d2fb8e9ba1c6

  • Config object
  • Pluggable parsers

Large experiments and hyper-parameter sweeps

https://www.youtube.com/channel/UC5h8Ji6Lm1RyAZopnCpDq7Q

Optimizations

https://outerbounds.com/blog/metaflow-fast-data/

Cloud providers

https://outerbounds.com