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RahulPatnaik/README.md

I'm Rahul Patnaik

Machine Learning Engineer Β· CUDA Enthusiast Β· AI Researcher

rahulpatnaik


πŸ“« Connect With Me


🧠 Tech Stack


πŸ› οΈ Notable Projects

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

πŸ“Š GitHub Stats




🌱 Currently Exploring

  • 🎨 Diffusion models for spatial-temporal alignment in T2I (CMU CV Lab)
  • πŸš€ 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 9

  2. Coding-club-event Coding-club-event Public

    Python 7

  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. Brain-Tumor-detection-app Brain-Tumor-detection-app Public

    Python 2