00_mlops_end2end_presentation
Understand MLOps and the flow we'll implement for Customer Churn detection.
01_feature_engineering
Create and save your features to Feature store.
02_automl_baseline
Leverage Auto-ML generated notebook to build the best model out of the bpox.
03_webhooks_setup
Setup webhooks to trigger action on model registration (One-off)
04_from_notebook_to_registry
Register our best model to MLFlow registry.
05_job_staging_validation
Job to validate our model before staging (triggered by webhooks).
06_staging_inference
Retrive model & run inferences to build our final table & build DBSQL dashboard.
07_retrain_churn_automl
Retrain periodically our model (or after drift).