Completed2021
Song Recommender System
ML-based workout song recommender using BPM and VADER sentiment analysis. Co-authored research with K-Means clustering on Billboard Top 100 to match songs to exercise intensity.
PythonMLNLPSentiment Analysis+2
Completed2025
Conservative Auto-Regeneration Policy for AI-Generated Financial Narratives
Production quality-gating system for AI-generated outputs in financial services — threshold optimisation, conservative AND escalation policy, priority-scored human review queue, and audit-grade provenance.
