XRay Analysis Automated Pipeline
The full source and instructions for this demo are available in this repo
In this demo, we implement an automated data pipeline for chest Xray analysis:
- Ingest chest Xrays into an object store based on Ceph.
- The Object store sends notifications to a Kafka topic.
- A KNative Eventing Listener to the topic triggers a KNative Serving function.
- An ML-trained model running in a container makes a risk of Pneumonia assessment for incoming images.
- A Grafana dashboard displays the pipeline in real time, along with images incoming, processed and anonymized, as well as full metrics.