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Reem Ashraf

@reemashraf2

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AI Engineer Intern at ITOS working on LLM evaluation, fine-tuning, and RAG systems for real-world applications.

Egypt

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What I'm looking for

I’m interested in AI/ML projects and research, especially building and deploying production-grade AI/ML applications. I’m also interested in embedded systems, IoT, research and development, and PCB design.

At ITOS, I contributed to developing and evaluating LLM-based systems for real-world applications. I prepared structured datasets for fine-tuning and evaluation, and worked with LoRA-based adaptation techniques.

I developed and evaluated RAG pipelines, grounding strategies, and context-management workflows to improve retrieval quality and response reliability. I also created evaluation datasets and benchmarking methods, then analyzed model outputs and failure cases to identify opportunities for improvement.

My projects include an IoT monitoring system with real-time sensor data transmission and a Flutter application for monitoring and controlling IoT devices. I also designed PCB layouts and built an automated viscosity measurement system, drawing on my background in physics and electronics.

Experience

Work history, roles, and key accomplishments

AI Engineer Intern

ITOS

Contributed to the development and evaluation of LLM-based AI systems, including designing datasets for supervised fine-tuning, developing RAG pipelines, and implementing grounding and validation strategies to improve response reliability.

Python Machine Learning Large Language Models Supervised FineTuning LoRAs RAG Grounding Context Management Model Evaluation Benchmarking data preprocessing Experiment Tracking

Freelancer

Mostaql Platform

Delivered projects for clients while maintaining deadlines and quality standards, gathering requirements and translating ideas into functional solutions.

Problem Solving Project Management Client Communication