Mohamed Gad
Hello
I’m a Systems & Biomedical Engineering undergraduate at Cairo University. I have a strong interest in Software Engineering and Artificial Intelligence, with focus on Physics-Informed Machine Learning and Deep Learning. I aim to apply these skills to multimodal biomedical challenges involving multivariate time series and neuroimaging data.
Interests
- ML & DL
- Neuroscience
- Computer Vision
- Physics-Informed ML
- Neuroimaging
Education
BSc in Systems & Biomedical Engineering, 2027
Cairo University
Experience
Research Assistant
Faculty of Engineering - Cairo University
Working on developing an end-to-end pipeline for the automated longitudinal segmentation and tracking of multiple sclerosis brain lesions in FLAIR MRI images.
Software Engineering Research Intern
Built Bash CLI tools and Python dataset analysis scripts to support research on using LLMs for software testing. Some examples are:
- Conducted comparative analysis between Large Language Models (LLMs) and human evaluators to detect equivalent mutants in mutation testing.
- Solved a large-scale data efficiency problem by developing a Bash CLI tool to optimize operations on a massive GitHub repository (9,000+ branches), reducing data retrieval latency from minutes to seconds.
- Automated dataset analysis and information retrieval pipelines using Python.
Computer Vision Team Member
Developed a visual-based perception model for the autonomous racing car by:
- Implementing real-time 2D cone detection, color classification, and pose estimation using YOLO.
- Developing 2D-to-3D cone pose estimation using the classical Perspective-n-Point (PnP) algorithm.
Brand Ambassador
Promoted the brand through high school events, virtual meetings, and video content to grow the customer base.
Recent News
Projects
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Built a simulator that studies the effect of demyelination on neuronal signal propagation using the Hodgkin-Huxley model and 3D visualization using Unity. The project focuses on visualizing the knee jerk reflex. The simulation captures the delayed signal transmission weaker reflex caused by demyelination.
Tech: Unity | PythonTech: Python | OpenCV | NumPyPython-based GUI tool for 3D and 4D neuroimaging data (NIfTI maps) visualization.
Tech: PythonPINN to solve the nonlinear PDE governing temperature distribution during cryosurgery simulations.
Tech: PythonA Java-based platform utilizing Object-Oriented Programming (OOP) principles, designed for traders to buy and sell stocks, manage portfolios, and analyze market data within a simulated stock exchange environment.
Tech: Java | Concepts: OOPWeb server built using Go (Golang) that demonstrates handling HTTP requests, serving static files, and processing form submissions.
Tech: GolangThis Python project implements two common image interpolation techniques; Nearest Neighbour Interpolation and Bilinear Interpolation. These techniques are useful for resizing images while preserving their quality to some extent.
Tech: Python | NumPy | PILLOWA game built using Processing and Java that tests your precision, speed, and strategic thinking!
Tech: Java, Processing5 | Concepts: OOP✏️ Blog Posts
Contact
If you have any questions, or if you just want to say hi, please feel free to reach out.