Stefen-Taime/car-price-predictor
Predicting Car Prices with FastAPI, Streamlit, MLflow, Kafka, and Debezium: A Practical Demonstration
24
/ 100
Experimental
Implements a complete event-driven ML pipeline using Debezium to capture PostgreSQL changes into Kafka topics, enabling asynchronous model updates and predictions decoupled from API requests. The system combines Streamlit for interactive visualization, FastAPI for REST endpoints, MLflow for model versioning, and MinIO for artifact storage—all orchestrated through Docker Compose with Kafka as the central event bus.
No commits in the last 6 months.
No License
Stale 6m
No Package
No Dependents
Maintenance
0 / 25
Adoption
6 / 25
Maturity
1 / 25
Community
17 / 25
Stars
23
Forks
10
Language
Python
License
—
Category
Last pushed
Nov 12, 2024
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/mlops/Stefen-Taime/car-price-predictor"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.