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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

  1. Real-time alerting (Slack, PagerDuty).
  2. Scenario simulator to compare model outputs.
  3. Role-based dashboards (ops vs. execs).
This post is licensed under CC BY 4.0 by the author.