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dhunganabibek/README.md

Bibek Dhungana

Ph.D. Student in Computer Science · Vanderbilt University
I work at the intersection of machine learning, data engineering, and cloud-native software systems.

What I Build

Four years of industry experience shipping systems at scale:

  • ETL workflows reconciling 11M+ records on AWS Glue
  • Kafka streaming pipelines sustained at 99.9% uptime
  • Full-stack platforms serving millions of requests weekly
  • LLM & retrieval systems for semantic search and research automation

Selected Projects

  • ResearchTeam: LLM platform matching researchers to 80,000+ federal grants via dense semantic retrieval (MRR 0.74 vs. 0.54).

  • StreamCab: Real-time fare-prediction pipeline on Kafka and Spark; XGBoost reaches 3.42% MAPE (78% lower error).

  • Quantum Adaptive Self-Attention (QASA): Hybrid quantum-classical Transformer (PyTorch, PennyLane); matches a classical baseline (R² 0.88 vs. 0.90) with ~6% fewer parameters.

  • RAG: The Philosophical Computer: Fully local retrieval-augmented generation (LangChain, ChromaDB, Ollama) with zero external API calls.

  • Apparel Classifier: Fashion-MNIST model served via FastAPI and React with live camera inference.

Technical Focus

Area Tools
ML / AI PyTorch Hugging Face scikit-learn LLMs RAG LangGraph MLflow
Data Engineering Spark Kafka Airflow AWS Glue Pandas NumPy
Cloud / MLOps SageMaker Lambda Docker Kubernetes Terraform GitHub Actions
Databases PostgreSQL Snowflake Redshift BigQuery MongoDB DynamoDB Pinecone
Languages Python SQL TypeScript Rust Java C#
Web React Next.js Node.js FastAPI .NET Core Spring Boot

GitHub Stats

Bibek's GitHub stats    Top languages

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