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gana36/README.md

Hi, I'm Sai Ganesh 👋

Typing SVG


🧠 About Me

  • M.S. Data Science — Florida State University (2023–2025)
  • AI Engineer @ BigLab (FSU) — building RAG systems, QA pipelines, Text-to-MongoDB engines & LLM-driven schema fusion applications
  • Co-Founder @ BillBeam — smart bill-splitting app simplifying shared expenses between friends and groups
  • Published at EDBT 2025 — tabular embeddings for bi-dimensional hierarchically structured datasets
  • 🏆 2× Hackathon Winner — AWS × Riot Games & Google Cloud × Elastic × Fivetran (2025)
  • Open to: AI/ML Engineer · Data Scientist · Data Analyst roles

🔭 Currently Building

  • BillBeam — smart bill-splitting app with intuitive group expense management
  • RAG & QA systems — document-grounded question answering over large research corpora @ BigLab FSU
  • Text-to-MongoDB engine — natural language querying of structured databases via LLMs
  • Schema fusion apps — LLM-driven data integration across heterogeneous sources

🛠️ Tech Stack

Languages

Python TypeScript SQL Bash

AI / ML

LangChain HuggingFace MLflow scikit-learn Gemini Bedrock

Infrastructure & Cloud

AWS GCP Docker Kafka Airflow Terraform

Databases

MongoDB PostgreSQL Qdrant Elasticsearch InfluxDB


📌 Featured Projects

  • Procheck — hybrid AI medical protocol search combining Elasticsearch BM25 + Gemini semantic vectors · React · FastAPI · Firebase · Gemini · Live · Demo
  • VidMod — autonomous video compliance agent using Gemini 3.0 with 1M+ token context for full-video temporal reasoning · Gemini 3.0 · FastAPI · React · FFmpeg · Demo
  • CryptoStreamML — real-time crypto prediction pipeline with Kafka streaming, A/B champion/challenger models, drift detection & Grafana dashboards · Kafka · MLflow · InfluxDB · Docker
  • Flight Price Estimation — production MLOps pipeline achieving R² of 0.98 deployed on AWS ECS · Random Forest · FastAPI · Docker · AWS
  • Manus — production voice assistant with 99.9% uptime via Google Cloud + Gemini · Gemini 2.0 · FastAPI · React · Qdrant · Demo
  • Rift Rewind — personalized League of Legends recaps using Amazon Bedrock Claude 3 Sonnet · React · Bedrock · DynamoDB · Demo

🏆 Achievements

  • 🥈 2nd Place — AWS × Riot Games Rift Rewind Hackathon (Sep–Nov 2025) — $7K cash + $7K AWS credits · 2,642 participants
  • 🥈 2nd Place — Google Cloud AI Accelerate Hackathon (Sep–Oct 2025) — Elastic Challenge Winner · $7.5K prize · 2,735 participants
  • 📄 EDBT 2025 PublicationTabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting · arXiv

📚 Certifications

AWS DL.AI DL.AI iNeuron


🎯 What I'm Exploring

  • Advanced agentic LLM architectures and multi-agent orchestration
  • Multimodal AI systems (vision + language)
  • Graph-based RAG and knowledge graph integration
  • Production-grade vector search and retrieval optimization

⚡ Fun Facts

  • Won two international hackathons in the same year against 2,700+ participants each
  • Got a research paper published while simultaneously building production AI systems
  • 🤖 Built a portfolio site that can answer questions about itself using Gemini AI
  • ☕ Debug fuel: strong coffee and questionable lo-fi playlists

📊 GitHub Stats




no neural networks were harmed in the making of this profile

Pinned Loading

  1. VidMod VidMod Public

    The Autonomous Video Compliance and Editing Agent

    Python 1

  2. LeagueOfLegends_AICoach LeagueOfLegends_AICoach Public

    AI coaching companion for League of Legends using Amazon Bedrock Claude with year-end recaps and performance insights

    Python 3

  3. flight-price-estimation flight-price-estimation Public

    Production-ready flight price prediction using ensemble models (RF + XGBoost + LightGBM) with AWS ECS deployment

    Python 1

  4. procheck procheck Public

    Forked from arthik444/procheck

    AI-powered medical protocol search and checklist generation with Elasticsearch hybrid search and Google Gemini

    TypeScript 1

  5. CryptoStreamML CryptoStreamML Public

    Real-time crypto price prediction pipeline with Kafka, ML, and A/B testing

    Python

  6. credit-card-fraud-detection credit-card-fraud-detection Public

    Production MLOps pipeline for fraud detection with automated testing, monitoring, and zero-downtime deployments

    HTML 1 1