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venu madhav

Mid-level AI/ML Engineer specializing in Generative AI and MLOps

CitibankUniversity of HoustonHouston, TX5 Years ExperienceMid LevelWorks On-Site

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About

AI engineer and current tech lead building a RAG-based multi-agent QA platform for financial document analysis at significant scale (40,000-50,000 documents). They combine Python, CrewAI, FastAPI, Hugging Face embeddings, Pinecone, and AWS SageMaker to deliver retrieval, calculation, summarization, forecasting, and visualization workflows, while leading a small cross-functional team.

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Key Strengths

  • Built a RAG-based multi-agent QA system for financial teams
  • Handled large-scale document corpora of 40,000-50,000 documents
  • Designed retrieval pipeline with chunking, embeddings, and Pinecone vector search
  • Improved response accuracy using similarity thresholds and filtering
  • Led a 4-person AI project team
  • Experience coordinating specialized agents via CrewAI manager
  • Deployed AI solutions on AWS SageMaker
  • Evaluated LLM suitability and documented agent-role fit for the project

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Experience

AI/ML EngineerCitibank · Feb 2023 – Present
Data ScientistGHX · Jan 2021 – Jun 2022
Data Scientist & ML engineerNike · Jan 2019 – Mar 2020

Education

University of Houstonmaster, Data Science Engineering

Skills

PythonRSQLCC++JavaScriptHTMLTensorFlowPyTorchKerasScikit-learnLangChainLangGraphLlamaIndexLogistic Regression

Languages

English

Certifications

Tableau Desktop SpecialistAWS SageMaker

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venu madhavMid-level AI/ML Engineer specializing in Generative AI and MLOps