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Kenil Tanna

Staff-level Machine Learning Engineer specializing in LLMs and MLOps for Financial Services

New York, NYMachine Learning Lead7 years experienceStaffFinancial ServicesHealthcareEducation
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About

Machine learning/NLP practitioner at J.P. Morgan who led development of a production RAG system and an entity resolution pipeline for complex financial data. Deep hands-on experience with embeddings (Sentence-BERT), vector search (FAISS/pgvector), LLM fine-tuning (LoRA/PEFT), and rigorous evaluation (human-in-the-loop + A/B testing) backed by strong MLOps on AWS (Docker/Kubernetes, MLflow, Prometheus/Datadog).

Experience

Machine Learning LeadJ.P. Morgan
Senior Machine Learning ScientistJPMorgan Chase & Co.
Graduate Teaching AssistantNYU Courant Institute of Mathematical Sciences
Machine Learning InternNYU Langone Health

Education

Indian Institute of Technology, Guwahatibachelor, Computer Science (2017)
New York Universitymaster, Data Science (2019)

Key Strengths

  • Led production-grade RAG system for financial document retrieval and contextual summarization
  • Strong evaluation rigor: retrieval metrics + generation metrics + human-in-the-loop scoring + end-user A/B testing
  • Entity resolution across disparate financial sources using hybrid rules + fuzzy matching + Sentence-BERT semantic similarity
  • Active learning workflow to scale expert review while maintaining high precision on ambiguous matches
  • End-to-end MLOps/productionization on AWS with Docker/Kubernetes, CI/CD, and monitoring (MLflow/Prometheus/Datadog)
  • Cross-functional collaboration with domain experts to define relevance criteria and validate business impact (risk assessment/report generation)

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Languages

English

Skills

PythonRSQLShell/BashJavaScriptREST APIsgRPCGraphQLNumPyPandasMatplotlibSeabornPyTorchTensorFlowKeras