Open to opportunities

Mohamed Abdallah

@mohamedabdallah1

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AI engineer specializing in production agentic systems, vision-language models, and healthcare AI.

Egypt

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What I'm looking for

I seek roles building production-ready AI systems (RAG, vision-language, agentic) at teams valuing impact, scalability, and domain-focused research.

I am an AI engineer with hands-on experience building production agentic systems, vision-language models, and healthcare AI solutions. I have designed and deployed multiple specialized agents and state-of-the-art models for medical imaging, report generation, and sports analytics.

My work includes architecting production-grade Agentic RAG systems using LlamaIndex and graph-based approaches, optimizing system latency by 67%, and deploying real-time conversational interfaces such as WhatsApp integrations. I have fine-tuned large models (e.g., Qwen 3, Helsinki-NLP) and improved translation, retrieval, and generation metrics across projects.

I lead practical computer vision efforts—implementing YOLO-based detection, pose estimation, and Vision Transformer fine-tuning—and have delivered measurable impacts such as higher clinical accuracy on radiology tasks, improved retrieval accuracy, and scalable containerized deployments.

Experience

Work history, roles, and key accomplishments

Current

AI Developer

Current

Medina Innovations

Jan 2025 - Present (1 year 1 month)

Designed and deployed agentic RAG and multi-agent nutrition systems, reducing system latency by 67% and delivering real-time WhatsApp interfaces and CV pipelines for sports performance feedback.

Agentic RAG LlamaIndex Agentic Systems YOLO Pose Estimation

Current

Generative AI Engineer Intern

Current

Digital Egypt Pioneers Initiative

Apr 2024 - Present (1 year 10 months)

Fine-tuned translation and semantic models achieving 63.14 BLEU (AR→EN) and implemented a semantic code search that improved retrieval accuracy to 85% while reducing latency by 40%.

Fine Tuning Sentence Transformers Semantic Search BLEU Evaluation Masked Language Modeling

Data Scientist Intern

Product Manager Accelerator

Oct 2024 - Dec 2024 (2 months)

Architected and containerized an AI-powered RAG resume transformation system that processed 100+ resumes, cut manual formatting time by 90%, and delivered 99% production uptime.

RAG Architecture Prompt Engineering Chain Of Thought Docker Deployment

AI Developer Intern

RASID

Dec 2023 - Jan 2024 (1 month)

Fine-tuned Vision Transformer to 92% classification accuracy and deployed YOLOv8 instance segmentation for football players achieving 0.75 mAP, improving targeting efficiency by 40%.

Vision Transformer YOLOv8 Computer Vision Model Fine Tuning

Graduate Project Lead

El Shorouk Academy

Led development of an automatic radiology report generator by fine-tuning Qwen 3 and curating a multimodal dataset, improving RadGraph by 23% and BERTScore by 19% over baseline.

Qwen 3 Multimodal Datasets Radiology Report Generation RadGraph BERTScore Clinical Evaluation Fine Tuning Domain Adaptation

Education

Degrees, certifications, and relevant coursework

University of the People

Bachelor of Science, Computer Science

2021 - 2025

Grade: 3.2

Bachelor of Science in Computer Science at University of the People, covering core CS topics and practical AI/ML skills.

El Shorouk Academy

Bachelor of Engineering, Biomedical Engineering

2020 - 2025

Grade: Good

Activities and societies: Head of Machine Learning Community GDSC El Shorouk Academy; IEEE course instructor for ML, Feature Engineering, and Deep Learning.

Bachelor of Engineering in Biomedical Engineering at El Shorouk Academy with focus on medical imaging and ML, completed coursework and a graduation project on automated radiology report generation.