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RahulPatnaik/README.md

I'm Rahul Patnaik

Machine Learning Engineer · CUDA Enthusiast · AI Researcher

rahulpatnaik


📫 Connect With Me


🧠 Tech Stack


🛠️ Notable Projects

🔬 Titan Architecture
Custom DistilBERT variant with 40% fewer parameters and 79% SST2 accuracy.
🔗 View Project
🤖 model2gguf
Convert Hugging Face models to GGUF (int4/fp16) for Ollama-based deployment.
🔗 PyPI Package
💡 RL API
Fast PPO runner with <500ms latency using Flask; optimized for memory-constrained environments.
🔗 View Project
🚀 CUDA-ML
High-performance CUDA C++ kernels for ML — matrix ops, memory-efficient convolution, and PyTorch benchmarking.
🔗 View Project
🧬 IEEE Research
Brain Tumor Detection using InceptionResNetV2 (99.45% accuracy) with augmentation + recall-optimized loss.
🔗 IEEE Paper
📱 Parkinson's FOG Detection
Real-time LSTM classifier running on Raspberry Pi 4; 65% memory optimization from preprocessing pipeline.
Private / Embedded Deployment

📊 GitHub Stats




🌱 Currently Exploring

  • 🎨 Diffusion models for spatial-temporal alignment in T2I (CMU CV Lab)
  • 🚀 CUDA warp-level optimization for memory-efficient convolution
  • 🧬 Hybrid Quantum-Classical ML for tumor classification (PennyLane + PyTorch)
  • 🧠 Fine-tuning LLMs + building custom RAG pipelines with QLoRA & LlamaIndex

Pinned Loading

  1. CUDA-ML CUDA-ML Public

    A learning repository, showcasing implementations of various machine learning modules commonly used today.

    Jupyter Notebook 10

  2. layoutir layoutir Public

    An IR-first, extensible document compiler for AI systems.

    Python 8 1

  3. Golang-hosted-chatbot Golang-hosted-chatbot Public

    HTML 2

  4. gpt-scraper gpt-scraper Public

    Python 2

  5. Reinforcement-Learning-on-a-small-scale Reinforcement-Learning-on-a-small-scale Public

    This is a learning project, implementing Reinforcement Learning to a hugging face model to try to simulate that of GPT-3's

    Python 2

  6. Titan-architechture Titan-architechture Public

    Python 8 3