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Achievement: YOLOAchievement: Pull Sharkx3Achievement: Pair ExtraordinaireAchievement: QuickdrawAchievement: Arctic Code Vault Contributor

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MostafaAbdelmegeed/README.md

Mostafa Abdelmegeed

Senior Data Scientist & AI Engineer · Machine Learning / GenAI

Mostly models. Occasionally qubits.

I work on production ML and generative AI, with a particular interest in how we evaluate agentic systems. My research is in brain connectivity. Lately, I've been exploring quantum ML for neuroimaging.

Fulbright Scholar · M.S. Computer Science, UNCG · Two IEEE ISBI 2025 papers

Career in brief

I've spent six years building ML systems, including clinical imaging tools. My software engineering work has also covered automotive perception. Alongside that, I've led ML teams and taught data science and computer vision.

Much of my recent work is on RAG and agentic systems. I build evaluation pipelines with LLM judges and synthetic adversarial tests, and work on the cloud infrastructure needed to deploy them.

Certifications & learning

AWS Certified Machine Learning – Specialty   AWS Certified Machine Learning Engineer – Associate   Google Cloud Generative AI Leader Certification   IBM Quantum Business Foundations learning badge   IBM Generative & Agentic AI Foundation learning badge

AWS Certified Machine Learning – Specialty · earned March 2026 · valid through March 2029

Credential details & academic honors

Publications

Illustrative neuroimaging workflow: connectivity matrix entries map to brain graph edges, neighboring regions exchange messages, then subject groups rotate through held-out evaluation folds.

Selected work

Project Focus
Agent trace evaluation Checks for agent tool use, citation provenance, approval order, and regressions, with a synthetic replay demo.
Brain connectivity Graph neural networks for fMRI connectivity, with brain-specific embeddings and cross-validation.
Medical image review A desktop tool for reviewing DICOM/NIfTI images alongside segmentation volumes.
GNN Rising Stars A graph-learning challenge with graph and tabular baselines, automated scoring, and a leaderboard.
Quantum Neuro ML Hybrid quantum–classical learning for neuroimaging, with matched classical baselines as a guiding principle. In progress.

Python · PyTorch · Hugging Face · scikit-learn · SQL · Docker · AWS / Azure / GCP

LinkedIn · Credly · Email

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  1. The4ofUs/Monte-Carlo-Simulation-of-Light-Propagation The4ofUs/Monte-Carlo-Simulation-of-Light-Propagation Public

    Systems and Biomedical Engineering Departement | Class 2020 | Graduation Project repository

    Cuda 1 1

  2. Bioinformatics-basics Bioinformatics-basics Public

    Created for Bioinformatics course tasks, taken through the last semester of the senior year at the School of Biomedical Engineering at Cairo University.

    Python

  3. Algorithms-I Algorithms-I Public

    Assignments done for Algorithms-I Course by Princeton University on Coursera

    Java

  4. Wikipedia-Scrapper Wikipedia-Scrapper Public

    A simple webpage scrapper that keeps grabbing the first hyperlink in every Wikipedia article it visits until it either finds no more hyperlinks or reaches the article titled "Philosophy"

    Python

  5. CSC-616---Digital-Image-Processing CSC-616---Digital-Image-Processing Public

    This repo was created for the assignments of the CSC 616 - Digital Image Processing course at UNCG

    Jupyter Notebook 1

  6. CSC-654---Algorithms-Analysis-Design CSC-654---Algorithms-Analysis-Design Public

    Python 1