Machine Learning Dashboard
Telemetry + predictive analytics dashboard for operations teams.
Machine Learning Dashboard
Overview
- Live stream ingestion via Kafka → Flask inference API → React/D3 visualization.
- Automated anomaly detection, KPI tiles, and shareable PDF exports.
Stack Snapshot
- Backend: Flask + gunicorn, scikit-learn models, Redis cache.
- Frontend: React, D3.js, Tailwind for cards/graphs.
- Infra: Docker Compose + GitHub Actions + Fly.io deployment.
Notable Capabilities
- Real-time alerting (Slack, PagerDuty).
- Scenario simulator to compare model outputs.
- Role-based dashboards (ops vs. execs).
Links
This post is licensed under CC BY 4.0 by the author.
