Dylan Dehili

Independent

Building custom websites and integrating AI agents into business workflows for SMEs and startups.

• ◆ Modern showcase websites and web apps (Next.js, TypeScript)
• ◆ AI agent integration to automate business processes
• ◆ End-to-end support from requirements to production

Independent

Supporting middle and high school students in maths and physics-chemistry with a personalized approach.

• ◆ Tailored sessions for each profile (confidence, conceptual gaps, exam prep)
• ◆ Concrete examples tied to students' interests for memorable learning
• ◆ Guidance on academic orientation and independent learning habits

KNDS France

Developing AI solutions for simulation and embedded inference in a defense context.

• ◆ Simulation for training robots on specific tasks
• ◆ Model quantization for edge device deployment
• ◆ Lidar and image fusion
• ◆ Web scraping for large-scale dataset creation

KNDS France

Computer vision applied to detection and segmentation, with embedded hardware deployment.

• ◆ State-of-the-art survey on object detection and semantic / instance / panoptic segmentation
• ◆ Pre-annotation pipeline via foundation models and Label-Studio workflow
• ◆ Training on a 6-GPU cluster optimized for speed and accuracy
• ◆ Real-time deployment and inference on Nvidia Xavier (edge)

Thales

AI research applied to electromagnetic simulation of RF components.

• ◆ Implementation of a PINN (Physics-Informed Neural Network) for filter simulation (radial stub)
• ◆ Transfer learning to accelerate learning across different frequencies
• ◆ Optimization of the Residual Adaptive Refinement Mesh (RAR) method

Pyxis

Developing machine learning algorithms and optimizing hyperparameters.

• ◆ ML algorithms with TensorFlow and XGBoost
• ◆ Hyperparameter tuning with Optuna