Experience
Experience
Building machine learning systems for complex, high-stakes environments
2025 – Present · Full-time
Postdoctoral Fellow
McMaster University
2023 – 2025 · Part-time
Project Coordinator
WSP Canada
2022 – Present · Part-time
Research Engineer
McMaster University
2021 – 2024 · Part-time
Teaching Assistant
McMaster University
2020 – 2025 · Full-time
Doctoral Researcher
McMaster University
2019 – 2020 · Full-time
Teaching Assistant
The German University in Cairo
2018 · Full-time
Researcher
University of Stuttgart
Technical Deep Dive
Tools and methods across these roles
Machine Learning & GenAI
MLOps & Workflow Automation
Cloud & Data Engineering
Complex Systems
Geospatial & Risk Analytics
Data Analytics & Visualization
Results & Metrics
What these roles delivered
40%
Faster Deployment
Reduction in deployment time via reproducible TFX/GCP pipelines
38%
Higher Performance
Improvement in trained models' prediction over baseline models on high-dimensional datasets
61%
Training Efficiency Gains
Via parallelized hyperparameter search strategies
$14M
Research Funding Influenced
Co-authored funding proposals for AI-driven logistics research
7+
Published Papers
Peer-reviewed research recognized across ML and applied domains
Education
Academic background
2025 · 12/12 (A+) GPA
Engineering Ph.D., Machine Learning Strategies for Risk Interactions and Systemic Risk Management of Complex Systems
Vanier Scholar · McMaster University, Canada
2019
Engineering B.Sc., Class Valedictorian, Highest Honors
The German University in Cairo (GUC), Egypt
2018
Engineering Bachelor Thesis Research
Stuttgart University, Germany
Get in Touch
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