Sneha Guravannavar

AI/ML Engineer | RAG•MCP•AI Agents

Role
Ai Ml Engineer at Stealth Startup
Location
San Jose, CA, US
LinkedIn followers
500 followers
Information TechnologyView LinkedIn profile

About Sneha Guravannavar

I am a driven and detail-oriented AI/ML Engineer passionate about building intelligent systems that transform data into actionable business insights. I specialize in building AI agents and Retrieval-Augmented Generation (RAG) systems using LangChain, ChromaDB, Ollama, and Model Context Protocol (MCP). My expertise spans end-to-end AI architectures with vector databases, embeddings, and intelligent agent orchestration. I\'m also experienced in prompting techniques as well as fine-tuning LLMs using LoRA, QLoRA, and PEFT.My data science experience includes building predictive models and processing millions of records at KQED, where I achieved a 40% increase in data accuracy and delivered revenue forecasting insights through interactive dashboards. I also build scalable data pipelines using Snowflake, Airflow, dbt, and Docker.I thrive on bridging traditional data science with modern AI/ML engineering to deliver end-to-end solutions from data pipelines to intelligent applications. I am always excited to connect with professionals in the AI/ML and data science community to explore new opportunities to contribute my skills. Let\'s connect!

Experience

  1. Ai Ml Engineer

    Stealth Startup

    Jun 2025 — Present · San Jose, CA, US

    Built RAG-based Code Assistant with automated GitHub/local file ingestion using GitPython, AST parsing, and LangChain framework for multi-language code analysis, improved file ingestion time by 60% through optimized document processing, implemented Ollama embeddings, ChromaDB vector storage, and MCP router for semantic code search and AI agent orchestration.• Developed automated Database Management System with database analysis, SQL generation, and schema modification converting natural language to database operations with real-time schema visualization.• Integrated AI-powered SQL translation feature with Claude API enabling cross-dialect conversion across 7 database systems through chat interface, implementing MinIO storage orchestration and automated file retrieval with Python backend integration.

Education

  • Penn State University

    Bachelor of Science - BS, Computer Science

    2018 — 2022

  • National Public School

    High School Diploma

    2016 — 2018

  • San José State University

    Master of Science - MS, Data Analytics

    2024 — 2026

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Sneha Guravannavar — Ai Ml Engineer at Stealth Startup in San Jose, CA, US | Unifers