Louis Martinez

Key Achievements

• Real-Time Deployment & Performance: Production deployment (Docker) and inference optimization of video generation models to ensure absolute fluidity (constant 30FPS) and minimal latency in live conditions.
• Robustness Engineering: Securing the software infrastructure through containerization to transform a research model into an ultra-reliable "plug-and-play" product.
• Model Improvement & Adaptation: Reworking the AI architecture (based on the Hugging Face ecosystem) to continuously enhance the visual quality of the generation.
• GPU Infrastructure Management: Provisioning and orchestration of computing instances (Cloud GPUs, HPC clusters) for training and inference.
• Reliability Proof: Successful deployment at world-class events for leading clients: Microsoft, Paris-Saint Germain (Champions League semi-final), and Paris Creator Week.

Key Achievements

• End-to-End Management: Full management of the AI pipeline, from data acquisition and structuring to final model design.
• Data Engineering & Evaluation: Creation of a custom benchmark to rigorously test and audit models (key skill for ensuring production reliability).
• Advanced Modeling & Efficiency: Development of Deep Learning architectures (Transformers). Strategic use of pre-trained models to maximize prediction performance despite limited data volume.
• Engineering & Containerization: Setting up environments using Docker and optimizing training on local compute clusters.

• Scientific Excellence: Work validated and accepted at CVPR 2026, the #1 global conference in Computer Vision.

Key Achievements

• Data Lifecycle Management: Full project management, from raw data collection strategy to model training and evaluation.
• Optimization & Edge Computing: Reworking AI architectures and developing automation scripts (Bash) to ensure real-time, very low-latency inference directly on standard laptops.
• Product & Client Orientation: Close collaboration with end-users (musicians and contemporary choreographers) to translate their business requirements into technical specifications and adapt the model's behavior.
• Software Excellence: Delivery of a turnkey, robust, and fully open-sourced solution, marking the official success of the mission for the Google program.