About Houssam
Ingénieur IA senior spécialisé en Computer Vision et Deep Learning, avec plus de 7 ans d’expérience dans la conception, l’optimisation et le déploiement de solutions IA en production.
J’accompagne les entreprises (startups, PME, grands groupes) dans la création de systèmes intelligents fiables et performants : de la preuve de concept jusqu’au déploiement industriel.
Expertises clés :
• Computer Vision (détection, segmentation, perception 2D/3D)
• Deep Learning & Machine Learning (PyTorch, TensorFlow)
• Déploiement & optimisation de modèles (Docker, Kubernetes, ONNX, TensorRT)
• MLOps & pipelines scalables : entraînement, monitoring, inference temps réel
Ce que j’apporte à mes clients :
• Développement de modèles IA performants et exploitables
• Mise en production de solutions ML (cloud & edge)
• Optimisation des performances et réduction des coûts
• Accompagnement technique et transfert de compétences
Je travaille aussi bien en autonomie qu’au sein d’équipes existantes, avec une forte culture produit et industrielle.
Disponible pour des missions en IA, Computer Vision et Deep Learning.
---------------------
English:
Expertise:
🔹Computer Vision: detection, segmentation, tracking, 2D/3D perception
🔹Deep Learning & ML: PyTorch, TensorFlow
🔹Model deployment & optimization: Docker, Kubernetes, ONNX, TensorRT
🔹MLOps & scalable ML pipelines inference
What I deliver:
🔹End-to-end ML systems from prototype to production
🔹Real-time and edge inference solutions
🔹Optimized pipelines for performance, cost, and scalability
🔹Technical leadership and knowledge transfer
Let’s talk about your next AI project!
French
Native or bilingual
English
Native or bilingual
German
Conversational
Remote only
Primarily works remotely
Experience
- BoschSenior Machine learning and computer vision engineerAUTOMOBILEJuly 2023 - Today (2 years and 11 months)Stuttgart, GermanyDeveloping advanced deep learning systems across multiple modalities including vision, language, andmultimodal fusion with applications in generative AI and foundation models.• Leading cross-functional deployment workflows, reducing model integration time from 8+ engineering hours toa 20-minute automated process.• Architected and maintained two pipelines: (1) an automated data labeling system that significantly reducedresource requirements, and (2) a comprehensive KPI evaluation framework enabling systematic performancemonitoring and continuous model optimization across production environments.• Conducting cutting-edge research in vision-language models, transformer architectures, and self-supervisedlearning frameworks to solve complex real-world problems.• Technical Stack and Expertise: PyTorch | C/C++ | Python | Docker | TensorRT | ONNX | Kubernetes |Diffusion Models | LLMs | MLOps.
- Renault GroupMachine learning and Computer vision PhD researcherMay 2020 - May 2023 (3 years)Provence-Alpes-Cote d'Azur, France• Design cutting edge 2D/3D perception system capable of detecting and predicting the entire environment surrounding a car to navigate in complex environments with varying weather conditions.• Tools, languages and keywords : Pytroch, Keras, Tensorflow, ROS, C/C+ +, Python, git, Linux, SLAM, 2D, 3D, machine learning, image processing, localization, detection, segmentation
- AirbusSoftware EngineerOctober 2019 - May 2020 (7 months)Toulouse, France• Tools and languages and keywords : C/C++, Python, Qt, git, JIRA, UML, Linux, Windows, MBSE, SCADE, MVC• Modular software architecture design (plugins)• Incremental development, client meetings (Agile, Scrum)• Application Maintenance/updates : Graphic editor for avionics data | C++ Qt
Recommendations
Be the first to recommend Houssam
Help this freelancer shine by sharing your experience working together.
These freelancer profiles also match your criteria
Agatha Frydrych
Backend Java Software Engineer
4.7
(3)
2
Baptiste Duhen
Fullstack developer
4.6
(4)
5
Amed Hamou
Senior Lead Developer
4
(2)
7
Audrey Champion
Web developer
4.3
(3)
4
Education
- Doctor of Philosophy - PhDUniversité Côte d'Azur2023Doctor of Philosophy - PhD
- Master en ingénierieUniversité Paul Sabatier Toulouse III2019Master en ingénierie