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mariam massoud

@mariammassoud

AI and machine learning engineer building end-to-end prediction systems, including an explainable diabetes-risk pipeline with SHAP and Streamlit.

Egypt

Message

What I'm looking for

I'm interested in AI research, experimentation, and real-world engineering applications.

I designed an end-to-end diabetes risk prediction pipeline that brought together health data cleaning, harmonisation, exploratory analysis, and feature engineering. I compared models including Logistic Regression, Random Forest, and XGBoost, then used SHAP to interpret predictions and examine model behaviour across demographic groups.

I integrated the predictive pipeline into an interactive Streamlit application with input validation, inference, explainability, and automated reporting. My MSc dissertation at the University of Lincoln focused on a Fairness-Aware Digital Twin for Diabetes Risk Prediction and Prevention.

On a RAG-based document question-answering project, I developed an application using FastAPI, LangChain, FAISS, and locally hosted LLMs. I containerised it with Docker, deployed it to Microsoft Azure Container Apps, and evaluated retrieval quality, answer grounding, and API response latency.

As an AI Trainer on Outlier AI's Aether Project, I evaluated AI-generated coding and web-development outputs and refined prompts to meet task requirements. I'm also a co-author of peer-reviewed research published in Scientific Reports and IEEE MEPCON, and I’m interested in AI research, experimentation, and real-world engineering applications.

Experience

Work history, roles, and key accomplishments

AI Trainer

Outlier AI

Nov 2025 - Dec 2025 (1 month)

Evaluated AI-generated coding and web-development outputs, identifying technical errors and functional issues. Created and refined prompts to improve model responses and ensure outputs followed task requirements.

AI Evaluation Prompt Engineering Web Development Frontend Review Quality Assurance

IT Manager

Insource

Feb 2024 - Aug 2025 (1 year 6 months)

Managed day-to-day IT operations and provided technical support across departments, troubleshooting system, website, and connectivity issues. Maintained technical documentation and system records to support reliable operations and continuity.

IT Operations Technical Support Troubleshooting Documentation

Senior Telesales Agent

Insource

Jun 2022 - Feb 2024 (1 year 8 months)

Managed high-volume customer interactions in a target-driven environment and was promoted to Senior Agent based on performance, reliability, and communication.

Customer Interaction Sales Communication Skills Target achievement

Telesales Agent

BIS

Jun 2022 - Feb 2024 (1 year 8 months)

Managed high-volume customer interactions in a target-driven environment.

Customer Interaction Sales Communication Skills

Education

Degrees, certifications, and relevant coursework

University of Lincoln

Master of Science, Artificial Intelligence

2025 -

Grade: Distinction

Pursuing an MSc in Artificial Intelligence with Distinction, including coursework in Machine Learning, Neural Computing, Computer Vision, Probabilistic AI, and Big Data. Dissertation on Fairness-Aware Digital Twin for Diabetes Risk Prediction and Prevention.

ICTHub

Machine Learning Certificate, Machine Learning

2025 - 2025

Grade: Excellent

Completed a Machine Learning training program of 60 practical hours with grade Excellent.

ENPPI

IT Department Placement, Information Technology

2024 - 2024

Completed an IT Department placement.

University of Lincoln

International Summer School, Engineering and Business

2023 - 2023

Attended the International Summer School at Lincoln International Business School and School of Engineering.

Information Technology Institute (ITI)

Android Development Certificate, Android Development

2022 - 2022

Completed an Android Development training program.

The British University in Egypt

Bachelor of Science, Computer Engineering

2020 - 2025

Grade: A+ (GPA 3.9/4.0)

Activities and societies: Dean's List for Outstanding Academic Achievement (2020/21 and 2023/24); Faculty of Engineering Certificate of Excellence and Achievement.

Earned a BSc in Computer Engineering with A+ and GPA 3.9/4.0. Coursework included Artificial Neural Networks, Data Structures and Algorithms, Programming and Software Design, Database Systems, and Computer Vision. Recognized on the Dean's List for Outstanding Academic Achievement in 2020/21 and 2023/24.