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10 followers · 8 following
  • Murray, UT

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Achievement: Pull Sharkx2Achievement: YOLOAchievement: Quickdraw

Achievements

Achievement: Pull Sharkx2Achievement: YOLOAchievement: Quickdraw

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PrudhvirajuChekuri/README.md

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🧠 About Me

  • 🎓 MS in Data Science, The George Washington University
  • 🛠️ I like solving real-world problems that make people's lives easier
  • 💬 Ask me about Agentic AI, LLMs, RAG, hybrid retrieval, prompt engineering, and Python.
  • 🏁 I enjoy AI/ML competitions, hackathons, and collaborating on interesting projects
  • 🔭 Currently building production-style RAG pipelines over technical documentation, healthcare databases, and complex knowledge sources

🔍 What I'm Working On

Recently shipped Kuberacle, a production Kubernetes documentation assistant with hybrid retrieval, reranking, citation validation, and abstention behavior, deployed on GCP Cloud Run with a curated evaluation pipeline.

Earlier, I built a cross-lingual Swiss legal information retrieval system over a 2.7M+ document corpus using cascading metadata filtering, FAISS, Cohere, and AWS Bedrock, matching English legal questions to relevant statutes and court decisions across German, French, and Italian. → View the project

Currently exploring agentic AI systems: multi-agent orchestration, tool calling, and knowledge graph-grounded retrieval.

🔧 Tech Stack

Languages & Data

Python SQL TypeScript PySpark Pandas NumPy

Retrieval & RAG

FAISS Pinecone ChromaDB Cohere BM25 RAGAS GraphRAG

LLMs & GenAI

OpenAI Anthropic AWS Bedrock LangChain LangGraph Hugging Face vLLM Unsloth Gemini Vertex AI OpenAI Agents SDK

ML, Cloud & Engineering

PyTorch TensorFlow scikit-learn AWS Docker GitHub Actions MLflow FastAPI Neo4j MongoDB GCP Next.js

🏆 Achievements

🏅 GW Individual Contributor Award 🏅 GW Best Project Award
GW Student Open-Source Awards 2025 (LAiSER) GW Student Open-Source Awards 2025 (LAiSER)
🏎️ AWS DeepRacer India Winner 2022 🌍 4th Globally: AWS DeepRacer Championship 2023
Outperformed 4,000+ participants AWS DeepRacer Global Student Championship

📊 GitHub Stats

GitHub Streak

Open to full-time AI Engineer · GenAI Engineer · ML Engineer roles

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  1. kuberacle kuberacle Public

    Production-Grade RAG over the Kubernetes docs: hybrid retrieval and reranking, citation-validated answers, and abstention when the docs don't cover the question.

    Python

  2. swiss-legal-information-retrieval swiss-legal-information-retrieval Public

    Multi-stage RAG pipeline for Swiss legal citation retrieval with metadata filtering, cross-lingual dense retrieval, and AWS Bedrock.

    Python

  3. LAiSER-Software/extract-module LAiSER-Software/extract-module Public

    LAiSER is a tool that helps learners, educators and employers share trusted and mutually intelligible information about skills​.

    Jupyter Notebook 11 7

  4. DATS6401/Final-Project DATS6401/Final-Project Public

    Data Visualization Final Project. CO2 Emissions Analysis.

    Jupyter Notebook 1

  5. DATS6101-TeamNeo/time-series-analysis DATS6101-TeamNeo/time-series-analysis Public

    Historical event impact on S&P 500 sectors | R statistical & ML analysis

    2 1

  6. EmoViz EmoViz Public

    This is a web application that takes different kind of inputs(real-time, image, video) from the user and display the emotion based on the facial expressions.

    PureBasic 11 5