🤖 Machine Learning Research Repository

Welcome to my Machine Learning research hub! This repository showcases my research contributions across healthcare, communication, and agricultural sectors, featuring real-world datasets collected through hands-on fieldwork in hospitals and farms.

🌟 Featured Research

🏥 Healthcare

Coronary Artery Disease Classification

• Novel approach using ECG signal analysis
• Real patient data collected from hospitals
• Advanced classification algorithms

🌿 Agriculture

Cucumber Leaf Disease Classification

• Innovative local tri-directional patterns
• Integration with Haralick features
• Field-collected dataset from farms

📡 Communications

Automatic Modulation Classification

• Blind scenario analysis
• Advanced signal processing
• Novel classification approach

📚 Publications

Classification of Coronary Artery Diseases using Electrocardiogram Signals

@inproceedings{khan2020classification,
  title={Classification of coronary artery diseases using electrocardiogram signals},
  author={Khan, Muhammad Umar and Aziz, Sumair and Naqvi, Syed Zohaib Hassan and Rehman, Abdul},
  booktitle={2020 International Conference on Emerging Trends in Smart Technologies (ICETST)},
  pages={1--5},
  year={2020},
  organization={IEEE}
}

Cucumber Leaf Disease Classification using Local Tri-directional Patterns and Haralick Features

@INPROCEEDINGS{9445237,
  author={Rehman, Abdul and Tariq, Zain and din Memon, Shoaib ul and Zaib, Ahmed and Khan, Muhammad Umar and Aziz, Sumair},
  booktitle={2021 International Conference on Artificial Intelligence (ICAI)}, 
  title={Cucumber Leaf Disease Classification using Local Tri-directional Patterns and Haralick Features}, 
  year={2021},
  volume={},
  number={},
  pages={258-263},
  keywords={Support vector machines;Industries;Image color analysis;Production;Feature extraction;Cameras;Real-time systems;Local tri-directional patterns;Cucumber Disease identification;Anthracnose;Aphids;CYSDV;Haralick Features;Quadratic SVM},
  doi={10.1109/ICAI52203.2021.9445237}}

Automatic Classification of Modulation Schemes under Blind Scenario

@INPROCEEDINGS{9445234,
  author={Tariq, Zain and Rehman, Abdul and Aslam, Taimoor and Khan, Muhammad Umar and Aziz, Sumair and Naqvi, Syed Zohaib Hassan},
  booktitle={2021 International Conference on Artificial Intelligence (ICAI)}, 
  title={Automatic Classification of Modulation Schemes under Blind Scenario}, 
  year={2021},
  volume={},
  number={},
  pages={203-208},
  keywords={Support vector machines;Modulation;Receivers;Feature extraction;Acoustics;Real-time systems;Reliability;Modulation;Feature fusion;ANOVA;Feature Reduction;Linear SVM},
  doi={10.1109/ICAI52203.2021.9445234}}

🤝 Collaboration

Interested in collaboration? We welcome:

• Research partnerships
• Dataset utilization
• Implementation feedback
• Extension proposals

Connect with us:

• LinkedIn
• Email: [email protected]

📅 Updates

Watch this space for:

• New research findings
• Dataset updates
• Implementation improvements
• Collaboration opportunities