Automating the end-to-end lifecycle of Machine Learning applications
#CD4ML #software_engineering #ML
Discoverable and Accessible Data
Reproducible Model Training
Model Serving (Embedded model, Model as service)
Testing and Quality in Machine Learning
Experiments Tracking
Model Deployment (Multiple models, Shadow models)
Model Monitoring and Observability
https://martinfowler.com/articles/cd4ml.html
#CD4ML #software_engineering #ML
Discoverable and Accessible Data
Reproducible Model Training
Model Serving (Embedded model, Model as service)
Testing and Quality in Machine Learning
Experiments Tracking
Model Deployment (Multiple models, Shadow models)
Model Monitoring and Observability
https://martinfowler.com/articles/cd4ml.html
martinfowler.com
Continuous Delivery for Machine Learning
How to apply Continuous Delivery to build Machine Learning applications