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Pandari G - ML/AI Engineer in San Francisco, USA

Pandari G

Mid-level Machine Learning Engineer specializing in Generative AI and RAG systems

SephoraSaint Mary's College of CaliforniaSan Francisco, USA5 Years ExperienceMid LevelWorks On-Site

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About

GenAI/LLM engineer with production deployments in both fintech and retail: built an AI-powered mortgage document analysis/automated underwriting pipeline at Fannie Mae (OCR + custom LLM) cutting underwriting review from 3–4 hours to under an hour with privacy-by-design controls. Also helped build Sephora’s GenAI product advisory bot using LangChain-orchestrated RAG (Azure GPT-4, Azure AI Search, MySQL HeatWave vector search), focusing on grounding, evaluation, and compliance-aware architecture choices.

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Key Strengths

  • Built and deployed an AI-powered mortgage document analysis/automated underwriting system reducing review time from 3–4 hours to under 1 hour
  • Production-grade security for sensitive financial/PII data (anonymization, private VPC subnets, data minimization)
  • Strong orchestration experience across data/ML/LLM stacks (Airflow, LangChain, Argo CD)
  • Designed RAG-based conversational product advisor with grounded recommendations (Azure ChatGPT + Azure AI Search + MySQL HeatWave vector search)
  • Systematic evaluation approach for LLM workflows using KPIs, automated tests, RAGAS/LangChain eval, and human-in-the-loop feedback
  • Improved classification of ambiguous financial transactions via semantic grounding with retrieved labeled examples injected into prompts
  • Pragmatic architecture decisions balancing latency, compliance, and operational overhead (chose MySQL HeatWave over Pinecone to meet InfoSec constraints)

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Experience

ML/AI EngineerSephora · Jan 2024 – Present
Data Scientist with MLFannie Mae · Jun 2021 – Aug 2023
Python DeveloperCRISIL · Jul 2020 – Mar 2021

Education

Saint Mary's College of Californiamaster, Business Analytics
Birla Institute of Technologymaster, Math and Computing

Skills

PythonSQLRPySparkPowerShellGenerative AILarge Language Models (LLMs)GPT-4LangChainLlamaIndexLangGraphPrompt EngineeringRetrieval-Augmented Generation (RAG)Vector SearchFAISS

Languages

English

Certifications

AWS Certified AI PractitionerAWS Certified Machine Learning Engineer - AssociateMicrosoft Azure AI Engineer AssociateGen AI Fundamentals - Databricks

Publications

1 publication

Edge AIAudio ClassificationLightweight CNNsSound Classification

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Pandari GMid-level Machine Learning Engineer specializing in Generative AI and RAG systems