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ReliScore
Cloud-native storage risk operations platform that predicts hard-drive failures 30 days ahead using SMART telemetry, ML scoring, and fleet-level analytics dashboards.
Next.jsNestJSFastAPIPostgresMachine Learning
Overview
ReliScore is a monorepo platform for predictive storage failure monitoring. It combines a Next.js dashboard, a NestJS platform API, and a FastAPI model service to ingest telemetry, generate features, run scoring, and surface explainable risk insights per drive and across the fleet.
Highlights
- Monorepo architecture spanning apps/web, services/api, services/model, and ml/training pipelines.
- End-to-end scoring flow from daily telemetry ingestion to feature generation and batch predictions.
- Fleet overview, drive filters, and drilldowns with explainable top-reason insights.
- Docker Compose local stack with seeded demo data and one-command startup.
- Versioned model artifacts with metrics, model cards, and active-model switching.