FREYA2.0

Machine Learning

Freya2.0 is a next-generation distributed orchestration platform that seamlessly manages computational workloads across heterogeneous computing resources. Built with Delta Prism graph database technology and integrated CER experiment tracking, it transforms traditional infrastructure management into an intelligent research platform.

This unified system combines enterprise-grade resource orchestration with comprehensive ML experiment tracking, delivering research intelligence that optimizes both computational efficiency and research productivity. Validated across academic institutions, research labs, and enterprise AI teams, Freya2.0 represents the evolution of distributed computing platforms.

FREYA2.0 ML Orchestration Platform

Key Technologies

Delta Prism Graph Database CER Experiment Repository Property Graph Analytics Research Intelligence AWS Cloud Infrastructure React + TypeScript Spring Boot + FastAPI Docker + Kubernetes

Key Features

  • Graph-Based Resource Management with 36,276 ops/sec property graph operations
  • Automatic Experiment Tracking with comprehensive metadata capture
  • Research Intelligence using historical experiment data for optimization
  • Unified Research Platform combining infrastructure management with experiment tracking
  • Enterprise Security with JWT authentication and RBAC permissions

Results & Impact

Freya2.0 delivers measurable improvements in both infrastructure efficiency and research productivity:

  • 98% backend test coverage with enterprise-grade reliability and comprehensive validation
  • 80% reduction in experiment setup overhead through automated tracking and reproducibility management
  • 15-20% improvement in resource allocation efficiency using CER performance intelligence
  • 30% reduction in workload scheduling time through graph analytics and experiment pattern recognition
  • 12% average cost reduction in research infrastructure through intelligent resource optimization
  • 36,276 operations/second sustained graph database performance for real-time analytics and decision making