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anthonyhuang19/README.md

Hi, I'm Anthony Huang (Tony) 👋😄

I'm a Graduate Researcher at Zhejiang University 🎓, specializing in Super-Resolution and Transformers under the guidance of Prof. Zou in the CAD Group Research 🔬. I am deeply passionate about deep learning 🤖, NLP 🧠, computer vision 👀, and data science 📊. My internship experiences at Alibaba 🏢 and J.P. Morgan 💼 have helped me develop expertise in backend optimization, AI, data management, and model deployment 🚀.

🔍 What I Do

  • AI Research: Investigating cutting-edge techniques in Super-Resolution 🔍, Transformers ⚡, Generative Models (GANs, Diffusion) 🌀, and Reinforcement Learning 🎮.
  • Machine Learning: Building and deploying scalable ML systems 🧑‍💻, focusing on Super-Resolution, Time-Series Forecasting, Recommendation Systems, and Natural Language Processing (NLP) 🤩.
  • Data Science: Developing data pipelines, data visualization, and model evaluation tools 🧠 to make informed business decisions based on real-world data 📊.
  • Backend Development: Working on server-side development, API design, and database management to support data science applications and machine learning models in production 💻.

🚀 Current Projects

Machine Learning & Data Science

  • Super-Resolution with Triple Attention: Enhancing image super-resolution 📷 using a Triple Attention Mechanism 👁️👁️👁️ for faster and more accurate results.
  • Adapting ESRGAN for Enhanced Super-Resolution: Improving the ESRGAN architecture 🖼️ for better super-resolution 🌟 performance.
  • GeoVis: A tool for data visualization 🧮 and computational geometry 🔺, allowing interactive exploration of geometric shapes and algorithms for better insights and decision-making.
  • ImageMosaic: Working on image mosaicking 🖼️ and homography estimation 🔄 to generate seamless panoramic images 🌍.
  • EdgeSeg: Developing edge detection ✂️ and image segmentation 🧩 algorithms to enhance image understanding 🧠.
  • TriAttNet: Building a Triple Attention Mechanism 🔺 for super-resolution models, optimizing the learning process to enhance image quality across multiple domains like medical imaging, satellite imaging, and e-commerce product photos 📸.

Backend Development Projects

🛠 Skills

  • Languages: Python 🐍, C/C++ 💻, Java ☕, SQL 🗃️
  • ML Frameworks: PyTorch 🔥, TensorFlow 💡, Hugging Face 🤗, Scikit-Learn 🧠
  • Tools & Technologies: Git 🦸‍♂️, Docker 🐳, AWS ☁️, Google Cloud 🌩️, Kubernetes 🚀, Docker Compose 🐋
  • Data Science: Pandas 🧑‍💻, NumPy 📊, Matplotlib 📈, Seaborn 🔍, SQL for Data Analysis 🗃️
  • Backend: Flask 🐍, FastAPI ⚡, Node.js 💻, Express.js 🚀, PostgreSQL 🗃️, MongoDB 🌳
  • Deployment: CI/CD with Jenkins 🚀, Model Deployment with Docker and AWS EC2 ☁️

📫 Let's Connect!


Feel free to explore my work and collaborate on exciting projects! 🚀🌟

Pinned Loading

  1. TriAttNet TriAttNet Public

    TriAttNet is an advanced image super-resolution model that utilizes a Triple Attention Mechanism to enhance image quality by learning complex dependencies across channels, spatial regions, and glob…

    Python 2

  2. DTW-SVM-X DTW-SVM-X Public

    The DTW-SVM-X project evaluates the performance of various SVM kernel functions combined with Dynamic Time Warping (DTW) for time series classification across multiple datasets, highlighting the ef…

    TypeScript 1

  3. GeoVis-Advanced-Geometric-Visualization-and-Drawing-Tool GeoVis-Advanced-Geometric-Visualization-and-Drawing-Tool Public

    GeoVis is an advanced tool for visualizing and drawing geometric shapes and algorithms, designed for interactive exploration of computational geometry.

    Python 1

  4. EdgeSeg-Edge-Detection-and-Image-Segmentation EdgeSeg-Edge-Detection-and-Image-Segmentation Public

    EdgeSeg: Edge Detection and Image Segmentation

    MATLAB 1

  5. HybridFilter HybridFilter Public

    HybridFilter:Image Filtering and Hybrid Image Generation

    Jupyter Notebook 1

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