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MingJ-Zhang/README.md

Hi there πŸ‘‹

I am a Ph.D. student at Beijing University of Technology (BJUT) πŸŽ“.
My research mainly focuses on Deep Learning and Artificial Intelligence, especially in the following areas:

  • πŸ–ΌοΈ Image Enhancement & Restoration (denoising, low-light enhancement, super-resolution)
  • πŸ“‰ Time Series Analysis & Forecasting (deep learning-based methods for complex temporal patterns)
  • πŸ€– General AI Techniques (representation learning, generative models, multimodal learning)

πŸ”­ Current Research

  • Exploring frequency-domain and spatial-domain hybrid methods for image enhancement
  • Developing robust models for noisy and corrupted image restoration
  • Studying deep architectures for time series forecasting and anomaly detection

🌱 About Me

  • πŸ’‘ Passionate about solving real-world problems with AI
  • πŸ“š Enthusiastic about academic research and open-source contributions
  • 🏫 Currently working on projects related to image quality improvement and long-term sequence modeling

πŸ“‘ Research & Publications

  • πŸ“ EPM–DCNN: Earthquake prediction models using deep convolutional neural networks β€” Conference/Journal, 2023 [PDF] [Code]

πŸ› οΈ Selected Projects

πŸ“« How to reach me

⭐️ Feel free to check out my repositories and connect with me if you share similar research interests!

Pinned Loading

  1. EPM-DCNN EPM-DCNN Public

    An earthquake prediction model in TensorFlow

    Python

  2. SimpleTM SimpleTM Public

    Forked from vsingh-group/SimpleTM

    Official implementation for "SimpleTM: A Simple Baseline For Multivariate Time Series Forcasting" (ICLR 2025)

    Python

  3. Time-Series-Analysis-Tutorial Time-Series-Analysis-Tutorial Public template

    Forked from eai2x/Time-Series-Analysis-Tutorial

    ζ—Άι—΄εΊεˆ—εˆ†ζžζ•™η¨‹

    Jupyter Notebook

  4. Time-Series-Library Time-Series-Library Public

    Forked from thuml/Time-Series-Library

    A Library for Advanced Deep Time Series Models.

    Python

  5. hiyouga/LLaMA-Factory hiyouga/LLaMA-Factory Public

    Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

    Python 64.3k 7.8k

  6. bytedance/deer-flow bytedance/deer-flow Public

    DeerFlow is a community-driven Deep Research framework, combining language models with tools like web search, crawling, and Python execution, while contributing back to the open-source community.

    Python 18.8k 2.4k