From cross-site resilience research to engineering applications and applied machine learning.
Led a feasibility study for Redis-based cross-site session replication and fault-tolerant failover, examining network latency, Keycloak authentication and security. Presented architecture and level-of-effort findings to engineering leadership. Built a Python CLI that uses Jira REST API metadata to generate release notes across repositories.
RedisKeycloakPythonJira REST APIFirst-author research on wearable-sensor-based swimming proficiency classification and drowning-risk reduction. Developed a Python ML pipeline with feature engineering, PCA reduction from 2,000+ features to 10, and comparisons across models, sensors and temporal windows.
Machine LearningPCAPythonBuilt a React and Node.js pipeline-risk assessment application with PostgreSQL-backed interactive dashboards. Developed C#/.NET Avalonia applications using SQLite and PostgreSQL for pipeline integrity analysis.
ReactNode.jsC#PostgreSQL