SynchroStream-ML
DSS for MLOps: Neural Perturbation Score to prevent catastrophic forgetting
NIT Rourkela · Biomedical Engineering · 2026
AI Researcher & MLOps Architect · Author of SynchroStream-ML (Under Review @ Elsevier) · NIT Rourkela '26
DSS for MLOps: Neural Perturbation Score to prevent catastrophic forgetting
Multi-agent system: web search → extraction → verification → JSON report
Multi-agent stock analysis with XGBoost risk scoring & SHAP explainability
Limit-order book: naïve STL → 14.7M ops/sec via mmap + bitmap O(1)
End-to-end MLOps streaming pipeline with live XGBoost inference & monitoring
Replayable pipeline for retail trading strategy backtesting & LLM critique
Real-time volatility surfaces & multi-leg payoff analysis
Academic research implementation—Size & Value factors
Parametric CAD + Finite Element Analysis for structural optimization
Full-stack real-time messaging—500+ concurrent chat rooms