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Build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which "glue" together your favorite ML lifecycle tools. Build models and build/publish end-to-end ML workflows that "glue" your favorite tools together. Models are “easy”, the “glue” work is hard. Lightning Apps are community-built templates that stitch together your favorite ML lifecycle tools into cohesive ML workflows that can run on your laptop or any cluster. Find templates (Lightning Apps), modify them and publish your own. Lightning Apps can even be full standalone ML products! Run on your laptop for free! Download the code and type 'lightning run app'. Feel free to ssh into any machine and run from there as well. In research, we often have multiple separate scripts to train models, finetune them, collect results and more.
Features
- Organize research workflows the "Lightning" way
- Build models and build/publish end-to-end ML workflows that "glue" your favorite tools together
- Train models at any scale without the boilerplate
- Production pipelines the "Lightning" way
- Lightning Apps are prebuilt ML workflow templates
- Run on the Lightning cloud (with Lightning credits)
Project Samples
