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dayne-2stacks/README.md

πŸ‘‹ Hi, I'm Dayne Guy

πŸŽ“ M.S. in Computer Engineering @ University of South Florida
πŸ’‘ AI Engineer | Computer Vision| FPGA/ASIC Enthusiast
πŸ“ Tampa, FL | 🌐 dayngerous.me


🧠 Research & Technical Interests

  • Graph Neural Networks (GNNs) and Differentiable Graph Matching
  • Natural Language Processing: Integrating LLM bias into constituency parsing, multi-token generation
  • Computer Vision: Fingerprint Recognition, Object Detection, Scene Understanding
  • Hardware Acceleration: FPGA/ASIC Design, HLS C/C++, CUDA, and ONNX Deployment
  • Model Optimization: Quantization, Multi-stage Learning, Energy-Efficient AI

πŸš€ Featured Projects

Deep Level-3 fingerprint matching pipeline integrating graph matching and differentiable Sinkhorn algorithms.
Tech: PyTorch, Top-K Matching, CUDA, Optimal Transport

Bridges grammar-based parsing with LLM priors to improve low-data syntactic learning.
Tech: Transformers, PCFGs, PyTorch, Span Interpolation

πŸ”Ή portfolio-1

Next.js-based portfolio showcasing AI and hardware projects with interactive components.
Tech: Next.js, TailwindCSS, React Hooks, SEO Optimization


πŸ› οΈ Tech Stack

Languages: Python, C/C++, Verilog, CUDA
Frameworks: PyTorch, TensorFlow, LangChain, OpenAI API
Hardware Tools: Vivado, Vitis IDE, HSPICE, Cadence Virtuoso
Other: Docker, Git, Next.js, Azure, AWS


🌱 Currently Exploring

  • Multi-stage optimization for graph matching models
  • Hardware-accelerated AI inference
  • Sustainable AI & resource-efficient deep learning

πŸ“Š GitHub Analytics

Dayne's GitHub Stats Top Languages GitHub Streak


🧩 Connect With Me

πŸ’Ό LinkedIn
🌐 Portfolio
πŸ“§ Email


β€œBridging symbolic reasoning, neural computation, and hardware acceleration β€” one model at a time.”

Pinned Loading

  1. classical-cv-coin-detection classical-cv-coin-detection Public

    Python

  2. Fingerprint-GCN Fingerprint-GCN Public

    A Simple Graph Convolution Network used to classify Fingerprints into the 4 major fingerprint types: right loop, left loop, whorl, plain arch

    Python

  3. Fingerprint-Matching-Code Fingerprint-Matching-Code Public

    A fingerprint matching network that treats fingerprint matching as a quadratic assignment problem. Each pore in a fingerprint is treated as a node in a graph. This model utilizes message passing, G…

    Python

  4. parser parser Public

    Integrating LLM bias into constituency parsing to allow syntactic analysis in data-scarce settings.

    Python

  5. tasa tasa Public

    Forked from dayngerous/tasa

    Website for the Turneffe Atoll Sustainability Association

    PHP

  6. CTRLers/improved-passiogo CTRLers/improved-passiogo Public

    Ruby