Roumaissa Troudi-Master’s Thesis: AI-Based Analysis of 2D and Exploded View Drawings
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Experience
Master’s Thesis: AI-Based Analysis of 2D and Exploded View Drawings
Technical University of Munich
- Developed an end-to-end AI pipeline for analyzing 2D exploded-view drawings using computer vision and deep learning models.
- Integrated YOLO-based object detection (Bounding Boxes, Post-Processing, Overlap Handling) for accurate part and callout detection.
- Applied the Segment Anything Model (SAM) for fine-grained segmentation and separation of individual components.
- Implemented OCR and feature extraction modules, and compared Vision Language Models (VLM) and traditional computer vision approaches in terms of accuracy, runtime, and scalability.
Working Student, Software Development
Alight GmbH
- Developed software solutions to optimize data-driven business processes.
- Created interactive dashboards with Power BI for KPI visualization and data-driven decision-making.
- Containerized applications with Docker to improve development and deployment processes and ensure a flexible, scalable infrastructure.
- Integrated and scaled cloud-based applications with Azure and developed LLM-based chatbots to automate internal processes and improve user experience.
Working Student, Hardware and Software Development
Blackbird Robotersysteme
- Developed and optimized 3D models and 3D printing processes for robot-assisted laser systems using Fusion 360.
- Implemented software tools for monitoring and analyzing welding processes using C/C++.
- Contributed to the development of laser processing systems to create precise automation solutions with various robots.
Intern, Hardware and Software Development
Munich Institute of Robotics and Machine Intelligence
- Developed and simulated a robot-assisted control system for a laboratory dishwasher using MuJoCo and C++, including motion planning and automation of the washing process.
- Designed 3D models for robotic fingers with Autodesk Inventor to improve gripping mechanics and adapt to specific laboratory tasks.
- Contributed to the development of robotic systems and automation of laboratory processes through software programming and hardware testing for precise fluid handling.
Working Student, Web Development
MucDigital UG
- Managed and maintained ongoing web projects to ensure stability and performance optimization.
- Planned and implemented customer websites using WordPress, PHP, JavaScript, and MySQL.
- Designed user interfaces and graphics with Adobe Creative Tools (Photoshop, Illustrator, XD).
Industry experience
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Experienced in Information Technology, Education, and Manufacturing.
Business area experience
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Experienced in Information Technology, Research and Development, Product Development, and Business Intelligence.
Summary
Robotics in my bones, AI on my brain. I prototype, ship, and iterate, mixing data, code, and grit to turn wild concepts into working demos. If it moves and learns, I’m in.
Skills
- Programming & Frameworks: Languages: Python, C/C++, Javascript/Typescript, Matlab
- Frameworks & Web: Node.Js, Angular, Html/Css, Bootstrap
- Simulation & Control: Simulink, Stateflow, Mujoco
- Devops & Tools: Docker, Git
- Low-Code: Microsoft Power Apps
- Cad: Solidworks, Inventor, Catia, Fusion 360
- 3d Printing: Prusaslicer, Octoprint
- Visual & Product Communication: Adobe Cc (Photoshop, Illustrator, Lightroom, Premiere Pro, Xd)
- Hobbies & Interests: Cad, 3d & Manufacturing, Video Gamer (League Of Legends, Valorant, Teamfight Tactics, Elden Ring), Programmer (Discord Bots Offering Music Functions For Communities), Content Creator (Culinary Youtube Channel “Easy Crave”, 3d-Painting, Python Programming, With Canon Eos 750d), Sport (Basketball, Fitness), Travel (Self-Planned Travels Around The World), Volunteering (Active Member Of Tun'Up)
Languages
Education
Technical University of Munich
M.Sc., Mechatronics and Robotics · Mechanical Engineering · Munich, Germany
Technical University of Munich
B.Sc., Automation Technology, Systems Theory in Mechatronics · Mechanical Engineering · Munich, Germany
Leibniz University Hannover (Studienkolleg)
Intensive German Course · Hanover, Germany · 1.5
Statistics
Experience
Expertise
Qualifications
Profile
Frequently asked questions
Have questions? Find more information here.
Roumaissa is based in Munich, Germany.
Roumaissa speaks the following languages: Arabic (Native), German (Advanced), English (Advanced), French (Advanced), Spanish (Elementary).
Roumaissa has at least 5 years of experience. During this time, Roumaissa has worked in at least 5 different roles and for 5 different companies. The average length of individual experience is 1 year. Note that Roumaissa may not have shared all experience and actually has more experience.
Based on recent experience, Roumaissa would be well-suited for roles such as: Master’s Thesis: AI-Based Analysis of 2D and Exploded View Drawings, Working Student, Software Development, Working Student, Hardware and Software Development.
Roumaissa's most recent position is Master’s Thesis: AI-Based Analysis of 2D and Exploded View Drawings at Technical University of Munich.
In recent years, Roumaissa has worked for Technical University of Munich, Alight GmbH, Blackbird Robotersysteme, Munich Institute of Robotics and Machine Intelligence, and MucDigital UG.
Roumaissa is most experienced in industries like Information Technology, Education, and Manufacturing.
Roumaissa is most experienced in business areas like Information Technology, Research and Development, and Product Development. Roumaissa also has some experience in Business Intelligence.
Roumaissa holds a Master in Mechanical Engineering from Technical University of Munich and a Bachelor in Mechanical Engineering from Technical University of Munich.
The availability of Roumaissa needs to be confirmed.
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The median daily rate is the middle value of all daily rates — half of comparable freelancers charge less, half charge more. Unlike the average, it is barely affected by outliers.
Calculated based on our freelancers’ daily rates as of 30 Aug 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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