NOTEBOOKS CODE REPO DATA ENGINEERING ORCHESTRATION PIPELINE DATA ENGINEERING ENGINE EXTERNAL DATA SOURCES SYNTHETIC DATA LABELING MODEL TESTING / VALIDATION ENGINE MODEL REPO EXPERIMENTATION ENGINE TRAINING ENGINE MONITORING FEATURE STORE METADATA STORE DATA FOUNDATION CLOUD OR ON-PREM INFRASTRUCTURE DEPLOYMENT ENGINE MODEL SECURITY ALERTING ENGINE LOGGING ENGINE SERVING ENGINE DATA SCIENCE EXPERIMENTATION PIPELINE EXPERIMENT TO SERVING SUCH AS GIT RBAC ROLE BASED ACCESS CONTROL GENERATION/ AUGMENTATION USE CASE DEPENDENT INGESTION TO DEPLOYMENT EXPERIMENT TO SERVING DATA INGESTION AND TRANSFORMATION STAGE USE CASE DEPENDENT PRIMARILY FOR STRUCTURED DATA VERSIONING DATA LAKE WITH LINEAGE TRACKING INGESTION TO SERVING (SUCH AS KUBERNETES/IAAS/OBJECT STORE/OS) EXPERIMENTS AND TESTING TRAINING AND TUNING DEPLOY TO PRODUCTION MAKE PREDICTIONS IN APPS DASHBOARDS