
Urban Complaint Pattern Mining on NYC 311 Data (21M+ Records)
Data mining of 21.3M NYC 311 requests that found a six-complaint building 'syndrome' (mean lift 8.48) and validated it against 11M inspection records: 12-44x higher violation rates.
AI engineering, NLP, data science, and full-stack projects, from LLM-powered simulations and fine-tuned transformers to web and mobile applications in real use.
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