Freelancer profile translated to English.
Back to original languageAbout Ayoub
Freelance Machine Learning Engineer, I support companies onComputer Vision**, **Image Processing**, and **AIprojects, from R&D to production. I work on complex algorithms with an approach focused on **robustness, performance (C++ / Python), and integration**.
🎓Background
Educated at École des Ponts ParisTech and the MVA Master's program (ENS Paris-Saclay)**, I honed my technical expertise at Presti AI, Adobe Research, and Valeo. My profile is also supported by **international scientific publications in computer vision(BMVC, ICIP).
⚙️Methodology
My specialty is tocombine Deep Learning and classical image processing methods**. Depending on your constraints, I design the most relevant solution: **custom AI model**, **optimized hybrid pipeline**, or **classical approachif it is more **robust/performant**.
đź’ˇDo you have a computer vision or generative AI project?Here's how I can help:
- **Computer Vision**: segmentation, detection, tracking, re-identification, video analysis, occlusions, matching, feature extraction, novel view synthesis
- **Generative AI**: diffusion models, image generation and editing, ControlNet, LoRA, inpainting, fine-tuning
- **3D Vision**: 3D reconstruction, depth estimation, multi-view, SfM, COLMAP, 3D geometry
- **Image Processing**: super-resolution, denoising, restoration
- **Deployment**: inference optimization, APIs, Docker, cloud, industrialization
🚀Recent Experience
During my last assignment (14 months), **I developed and deployed generative AI pipelines for image generation and editing in production**.
🛠️ **Stack**: C++ · Python · PyTorch · JAX · TensorFlow · OpenCV · Docker · FastAPI · Cog · GCP · AWS · Azure
đź’°CIR**: **30% tax reductionon my R&D services
French
Native or bilingual
English
Fluent
German
Conversational
Remote only
Primarily works remotely
Experience
- PrestiComputer Vision & Generative AI EngineerE-COMMERCEJanuary 2025 - March 2026 (1 year and 2 months)Development of image generation and editing pipelines based on diffusion models, LoRA, and ControlNet, with geometric consistency constraints, for product visualization, multi-view synthesis, and consistent 3D image generation for e-commerce applications.
- AdobeResearch Scientist (Internship)SOFTWARE PUBLISHINGMay 2023 - November 2023 (6 months)Research in 3D vision and computer graphics on the prediction and optimization of meshes in animated sequences, with applications to animation compression, style transfer, and production pipelines for digital content and VFX.
- SquaremindComputer Vision EngineerMEDICALNovember 2022 - April 2023 (5 months)Design of a super-resolution method from image bursts, combining classical alignment (Lucas-Kanade) and hybrid optimization / deep learning reconstruction, applied to high-resolution medical imaging and noisy sensor enhancement.
Reviews
Abdellah
Data Scientist - Teker AI
Reviewed on 2/27/2026
I had the opportunity to work with Ayoub at Presti as a Data Scientist. He was able to take on complex subjects with method and autonomy, while remaining open to discussion and feedback. His pragmatic approach and his ability to turn ideas into concrete solutions were appreciated within the team. He is a serious and reliable profile that I recommend.
Abdellah
Teker AI
Reviewed on 5/13/2025
Ayoub worked at Presti as a Data Scientist, where he quickly distinguished himself with his curiosity, efficiency, and creativity. He always brings relevant ideas and knows how to implement them rigorously. In addition to his professional qualities, he is a very pleasant person to collaborate with. I recommend him 200%!
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Education
- Master Mathematics-Vision-Learning (MVA)ENS Paris-Saclay2023Formation avancée en mathématiques appliquées, machine learning, computer vision et data science.
- Engineering DegreeÉcole nationale des ponts et chaussées2023Formation avancée en mathématiques appliquées, computer vision, modélisation, machine learning, analyse de données, algorithmique et outils numériques pour l’ingénierie.