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Achievements

Achievement: Pull Sharkx3Achievement: QuickdrawAchievement: YOLO

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sgakula/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

🏆 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 Publication — Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting · arXiv

📚 Certifications

AWS DL.AI DL.AI iNeuron

📊 GitHub Stats



no neural networks were harmed in the making of this profile

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