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prasbb/README.md

Hey, I'm Pras!

I'm a Computer Science student at the University of Illinois Urbana-Champaign, currently on an accelerated track to graduate in 3 years. My interests lie at the intersection of machine learning, multimodal AI, computer vision, and natural language processing.


πŸ” About Me

  • 🧠 ex-AI Intern @ Kongsberg Digital
    Designed a Retrieval-Augmented Generation (RAG) system that improved asset data retrieval by 70%, enabling faster decisions in oil, gas, and heavy-asset industries.

  • 🧬 Research Assistant @ Cellular Neuroscience Imaging Lab (UIUC)
    Built deep learning pipelines for label-free segmentation of SLIM microscopy images to support research on neurodegenerative disorders.

  • πŸ“š AI/ML Project Manager – CS 124 Honors
    Led the development of an image classification system using CNNs, mentored students through the ML pipeline, and documented CNN design principles.


πŸ› οΈ Tech Stack

Languages: Python, Rust, C++, Java, JavaScript
ML/AI: PyTorch, TensorFlow, Scikit-learn, LangChain, LangGraph, Cellpose
Tools: Azure DevOps, Git, Docker, JupyterLab
Concepts: Multimodal AI, RAG, NLP, Model Optimization


Notable Projects

  • AgriSphere – Geospatial AI platform using NASA data for smart agriculture
  • Federated Facial Detection – Privacy-preserving detection system in Rust
  • Transformer Architecture – PyTorch implementation of core transformer logic
  • Local RAG System – Small-scale Retrieval-Augmented Generation engine

Awards

  • Best Overall – URSA Research Symposium, UIUC
  • Illinois Engineering Achievement Scholar
  • Salutatorian, IB 44/45

Let's Connect


Popular repositories Loading

  1. Transformer-PyTorch-Implementation Transformer-PyTorch-Implementation Public

    Jupyter Notebook 1

  2. Privacy-Preserving-Facial-Detection-using-Federated-Learning-in-Rust Privacy-Preserving-Facial-Detection-using-Federated-Learning-in-Rust Public

    Rust 1

  3. local-naive-rag-pipeline-ollama-chromadb local-naive-rag-pipeline-ollama-chromadb Public

    Python

  4. prasbb prasbb Public

  5. dashboard-timer dashboard-timer Public

    HTML