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rasoulameri/README.md

Hi there 👋, I'm Rasoul Ameri

🎓 PhD Candidate in Artificial Intelligence | 💻 Machine Learning Engineer | 🧠 AI Researcher

I build intelligent, interpretable, and efficient AI systems that combine deep learning, computer vision, time-series forecasting, and signal processing — transforming data into insight and impact.


🧩 About Me

  • 🔬 Researching AI for Healthcare, Explainable Multimodal AI, and Time-Series Forecasting
  • ⚙️ Experienced in Deep Learning, Transformer Architectures, and Reinforcement Learning.
  • 💡 Passionate about bridging research and practical applications in Computer Vision.
  • 🌍 Based in Taiwan | 🌱 Constantly exploring PyTorch, Vision Transformers, and MLOps
  • 📫 Reach me via: rasoulameri.github.io/

🧠 Professional Skillset

PyTorch    TensorFlow    Keras    OpenCV    Python    C++    JavaScript    Flask    Django    MySQL    Git


🛠️ Tools I Use

Windows    Linux    VS Code    Slack


🧮 Machine Learning

Name Description Repository
ML_1 AI Programming and XAI Using Python. This repository covers environment setup, Python fundamentals, data cleaning, model training, and explainable AI using SHAP for KNN and other models. Repo Link

🧠 Deep Learning Projects

Name Description Repository
DL_1 A complete, straightforward digit classification project built with PyTorch, featuring CNN-based training, evaluation metrics, confusion matrix visualization, and XAI using Grad-CAM. Repo Link

👁️ Computer Vision Projects

Name Description Repository
CV_1 Implements a UNet-based medical image segmentation framework for precise detection of the carina and endotracheal tube tip, supporting automated clinical evaluation of airway placement. Repo Link
CV_2 A hybrid CNN–Transformer framework for precise industrial surface defect detection and segmentation, integrating Vision Transformer (ViT) with convolutional modules to effectively capture both local texture details and global contextual features. Repo Link

📈 Time Series Forecasting Projects

Name Description Repository
TSF_1 A hybrid machine learning framework for river discharge forecasting that combines ensemble regression models with the Arithmetic Optimization Algorithm (AOA) for hyperparameter tuning and next-day flow prediction. Repo Link

〰️ Signal Processing Projects


📈 GitHub Analytics

  


🤝 Let's Connect


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  1. Machine_Learning Machine_Learning Public

    AI Programming Using Python – Workshop materials covering data preprocessing, machine learning, and explainable AI (SHAP)

    Jupyter Notebook 2

  2. Digits_Classification_XAI Digits_Classification_XAI Public

    A complete, straightforward digit classification project built with PyTorch, featuring CNN-based training, evaluation metrics, confusion matrix visualization, and XAI using Grad-CAM.

    Jupyter Notebook 2

  3. ETT_Carina_Segmentation ETT_Carina_Segmentation Public

    Implements a UNet-based medical image segmentation framework for precise detection of the carina and endotracheal tube tip, supporting automated clinical evaluation of airway placement.

    Python 1

  4. River_Discharge_Regression River_Discharge_Regression Public

    A hybrid machine learning framework for river discharge forecasting that combines ensemble regression models with the Arithmetic Optimization Algorithm (AOA) for hyperparameter tuning and next-day …

    Python 1

  5. Defect_Segmentation Defect_Segmentation Public

    A hybrid CNN–Transformer framework for precise industrial surface defect detection and segmentation, integrating Vision Transformer (ViT) with convolutional modules to effectively capture both loca…

    Python 1

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