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Resume
Merna Hany Mahmoud
AI & ML Engineer | LLMs • Agentic AI • RAG • Data Science
Building Intelligent Systems with AI & Data
As an AI Engineer specializing in Large Language Models, Agentic AI, and Retrieval-Augmented Generation (RAG), I focus on transforming advanced AI capabilities into scalable, production-ready applications.
My experience spans the full AI lifecycle, from data engineering and model development to deployment, observability, and optimization. I enjoy building systems that combine strong engineering principles with intelligent decision-making to create measurable real-world impact.
Agentic AI & LLM Systems
Designing intelligent workflows using LangChain, LangGraph, and modern LLM ecosystems.

Production-Oriented Engineering
Building scalable AI applications with cloud deployment, monitoring, and automation.
Applied Problem Solving
Transforming complex business and data challenges into practical AI solutions.
Academic Foundations:
My Engineering education provided a strong theoretical and practical foundation in mechatronics, complemented by a capstone project that showcased my ability to integrate AI and robotics for practical applications.
Bachelor of Science in Mechatronics Engineering
Fayoum University, Faculty of Engineering (2020 – 2025)
Graduation Project: Gloves Teleoperation Robot
This innovative project involved developing a real-time robot control system using AI and computer vision, achieving an outstanding grade of A+. The project was proudly sponsored by ITIDA-ITAC, demonstrating its potential impact and technical excellence.

Industry Training & Applied AI Engineering
Beyond academic foundations, I pursued intensive industry-focused training to strengthen expertise across modern AI engineering, cloud systems, and production-grade machine learning.
1
AI Engineer Trainee | Global Brands Group (GBG)

Architected multi-document RAG systems using Qdrant, hybrid retrieval, reranking, and observability pipelines. Built end-to-end AI applications using Azure AI services and cloud infrastructure.
2
AI Trainee | National Telecommunication Institute (Hire Ready)
Developed ML, DL, and Generative AI solutions across NLP and Computer Vision using Transformers, Vision Transformers, LoRA fine-tuning, and model evaluation pipelines.
3
Data Science & Generative AI | Digital Egypt Pioneers Institute (DEPI)
Built intelligent NLP applications powered by LLMs, semantic retrieval, and conversational AI with multilingual support.
4
Software Engineering Trainee | SEITech Solutions
Trained on Embedded Linux, Functional Safety, and Software Defined Vehicle concepts with exposure to collaborative engineering workflows.
5
AI - Computer Vision (Instant Software Solutions, Cairo)
Hands-on experience with Python, Pandas, NumPy, OpenCV, Data Structures, and advanced ML/DL models, including NLP & Hugging Face models.
6
AI (Neuronetix, Remote)
Focused training on ML (Supervised, Unsupervised, RL) and advanced Python libraries (Pandas, NumPy, Scikit-learn, Seaborn, Matplotlib).
Automation & Robotics Deep Dive
Beyond AI, my training extends into core mechatronics fields, providing a holistic understanding of automated systems from programming to hardware control.
Advanced Robotics Courses
Complementing my formal education, specialized robotics courses have equipped me with practical skills in building and controlling diverse robotic systems.
  • Robotics Level 1 (Smart Technology, Cairo): Hands-on development of line-following robots, smartphone-controlled robots, and basic robot arms.
  • Robotics Level 2 (Smart Technology, Cairo): Advanced projects including glove-controlled robots, GSM-enabled devices, and access control systems.
Impactful AI Systems & Applied Research
My portfolio showcases a range of projects demonstrating my ability to apply AI, ML, and robotics principles to solve real-world problems, from teleoperation to smart home systems.
Gloves Teleoperation Robot
Real-time robot control system integrating AI and computer vision.
AI Fire Detection & Prediction
Developed models using NASA data, achieving 92% accuracy.
Siha Plus - Enterprise AI System
AI-powered medical triage platform integrating FastAPI, OCR, VLM, hybrid retrieval, and agentic reasoning to support clinical insights and decision workflows.
Smart Meeting Assistant
Multimodal meeting intelligence platform combining ASR, OCR, speaker diarization, Vision-Language Models, and Agentic RAG to automate reporting and knowledge extraction
AI Database Platform - DB Studio
Multi-agent AI platform enabling database generation and NL-to-SQL interaction using LangGraph, Azure OpenAI, and structured AI orchestration
Retail Sales & Profitability Analytics Dashboard
Built an interactive retail analytics dashboard in Power BI to analyze sales, customer behavior, product performance, and profitability through KPI tracking and dynamic reporting.
Tech Stack: Power BI • Power Query • DAX • Data Modeling • Data Visualization
Achievments
Selected from Top 5 in the Tech Me Up Competition at VOIS for developing and presenting Azure Cloud Provider solutions that addressed real customer challenges through scalable and practical AI-driven approaches.
Technical Proficiencies
My technical toolkit spans core programming languages, advanced AI/ML frameworks, and essential robotics hardware, enabling me to build robust and intelligent systems.
Leadership & Collaboration
Beyond technical skills, I bring a strong set of soft skills crucial for effective team collaboration, project management, and community engagement.
Leadership & Teamwork
Proven ability to lead teams and foster collaborative environments.
Communication & Mentorship
Clear communication skills, adept at mentoring and guiding others.
Project Coordination
Skilled in organizing and managing projects to successful completion.
Event Management
Experienced in planning and executing successful events.
Content & Technical Documentation
Ability to develop clear and concise technical documentation.
Workflow Automation
A knack for optimizing processes and boosting productivity.
Community & Volunteering
My commitment extends to active volunteering roles where I've honed leadership, organizational, and technical skills while making a significant community impact.
IEEE Fayoum SB
  • Vice Chairperson: Orchestrated over 30 events, mobilizing more than 500 volunteers.
  • Head of PR / PR Member: Managed public relations and outreach efforts.
TEDx Fayoum University
  • Head of Speaking & Curation: Mentored 15+ speakers to deliver compelling presentations.
  • Member: Contributed to the overall success of TEDx events.
RPM Nile University
  • Robotics Member: Engaged in control systems, mechanical design, and electronics for robotics projects.
Language Proficiency
Fluent in both professional and everyday communication.
  • English: Fluent
  • Arabic: Native
Certificates & Achievements
A selection of certificates highlighting my continuous learning and specialized training in AI, ML, and robotics.
Let's Connect
Mobile: (+2) 01068074159
Location: Cairo, Egypt

www.linkedin.com

GitHub

mernaahany - Overview

Mechatronics Engineer | ML & Data Science | Python, Power BI | AI for real-world problems. - mernaahany

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