Role
Sole engineer
Timeline
2026
Year
2026
Category
AI/ML · MLOps
Interactive demo— simulated, runs in your browser
Survey notes
A production MLOps loop for a galaxy morphology classifier. GalaxyServe serves a ResNet-18 model behind a FastAPI API, tracks experiments and model versions in MLflow, monitors drift with Evidently, exports metrics to Prometheus and Grafana, and automatically retrains and promotes challengers through an evaluation gate when drift is detected.
Notable terrain
- 01FastAPI model service with /predict, /predict_batch, /health, /ready, and /metrics endpoints
- 02MLflow tracking and model registry with champion/challenger promotion
- 03Drift detection using PSI and KS checks with on-demand drift status reporting
- 04Automated retraining loop that evaluates and promotes better challengers only
- 05Prometheus metrics and Grafana dashboard for latency, QPS, and error monitoring
- 06Docker Compose stack that runs MLflow and the inference service together
Next sheet
GalaxyOps