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Dhrumil Patel
Mid-level AI/ML Engineer specializing in Generative AI and NLP
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Built an end-to-end GenAI underwriting copilot at TD Bank for complex financial documents, combining RoBERTa-based risk classification with Azure OpenAI RAG to deliver grounded, citation-based insights. Drove a 40-50% reduction in manual underwriting review time and created reusable FastAPI ML services that cut integration effort for other teams by 30-40%.
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Key Strengths
- Built end-to-end production GenAI underwriting copilot
- Strong RAG architecture design for grounded financial document QA
- Production ML deployment and monitoring with FastAPI and observability tooling
- Applied RoBERTa fine-tuning for paragraph-level risk classification
- Improved underwriting efficiency by 40-50%
- Reduced ML/RAG API integration effort by 30-40% through standardized FastAPI services
- Balanced latency, cost, quality, and safety in production AI systems
- Iterative production optimization via reranking, chunking, and metadata filtering
- Domain expertise in underwriting and complex financial document processing
- Built scalable, reusable Python services for cross-team consumption
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