I am a results-driven Machine Learning Engineer with over 2 years of experience specializing in NLP, Computer Vision, and Deep Learning. I enjoy developing scalable machine learning models and deploying production-ready AI systems using tools like Flask and Docker. My passion lies in applying AI expertise to solve complex, real-world problems efficiently. Throughout my career, I have worked on various projects involving LLM-powered systems, OCR services, and topic modeling for multiple languages including English and Arabic. I am enthusiastic about continuously learning and leveraging AI technologies for impactful solutions.

Mona Mamdouh

I am a results-driven Machine Learning Engineer with over 2 years of experience specializing in NLP, Computer Vision, and Deep Learning. I enjoy developing scalable machine learning models and deploying production-ready AI systems using tools like Flask and Docker. My passion lies in applying AI expertise to solve complex, real-world problems efficiently. Throughout my career, I have worked on various projects involving LLM-powered systems, OCR services, and topic modeling for multiple languages including English and Arabic. I am enthusiastic about continuously learning and leveraging AI technologies for impactful solutions.

Available to hire

I am a results-driven Machine Learning Engineer with over 2 years of experience specializing in NLP, Computer Vision, and Deep Learning. I enjoy developing scalable machine learning models and deploying production-ready AI systems using tools like Flask and Docker. My passion lies in applying AI expertise to solve complex, real-world problems efficiently.

Throughout my career, I have worked on various projects involving LLM-powered systems, OCR services, and topic modeling for multiple languages including English and Arabic. I am enthusiastic about continuously learning and leveraging AI technologies for impactful solutions.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Intermediate

Language

English
Fluent
Arabic
Advanced

Work Experience

Machine Learning Engineer at Intalio
February 28, 2025 - July 26, 2025
Integrated LLM-powered Retrieval-Augmented Generation (RAG) systems for intelligent document querying across PDF repositories. Fine-tuned LayoutXLM models to extract key-value relationships from structured documents. Implemented topic modeling pipelines using BERTopic, LDA, and NMF for insights extraction from English and Arabic datasets. Built object detection systems using YOLOv9 and developed a table recognition OCR service with PaddleOCR. Deployed end-to-end systems into production environments using Flask and Docker.
Artificial Intelligence Engineer at Orbits
January 1, 2024 - July 26, 2025
Built object detection systems using YOLOv5/7 and SSD for street-level distortion detection. Developed APIs using Flask for model inference and integrated the models with mobile applications.

Education

M.Eng. at University of Ottawa, Canada
January 1, 2021 - December 31, 2022
B.Sc. at Zagazig University, Egypt
January 1, 2016 - December 31, 2020

Qualifications

Microsoft Azure AI Engineer Associate
March 1, 2021 - December 31, 2021
Microsoft Azure Data Scientist Associate
March 1, 2021 - December 31, 2021
IBM Artificial Intelligence Analyst
April 1, 2021 - December 31, 2021
IBM Predictive Analytics Modeler
April 1, 2021 - December 31, 2021
IBM Big Data Engineer
May 1, 2021 - December 31, 2021

Industry Experience

Software & Internet, Telecommunications, Professional Services, Education, Government