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Romain MARTIN

Romain MARTIN

AI Engineer

15 Rue des Fraisiers, Woippy, Grand Est, FR, 57140
+33 6 01 88 72 00
French, English

Background


About

About

Data Scientist and R&D Director specialized in computer vision, deep learning, image processing and the deployment of AI solutions. Experienced in team management, algorithmic optimization, neural network integration, CI/CD pipelines, client deployment systems and software copy-protection.

Work Experience

Work Experience

  • AI Engineer, Aleria

    Jan, 2025 - Present

    R&D leadership for computer vision and deep learning solutions.

    • Integrate LLM-related features

    • Updated and optimized the existing algorithmic codebase

    • Integrated new neural network architectures

    • Develop new AI-based products

  • R&D Director, Two-I

    Jan, 2020 - Jan, 20255 years

    R&D leadership for computer vision and deep learning solutions.

    • Managed a technical team

    • Updated and optimized the existing algorithmic codebase

    • Integrated new neural network architectures

    • Supervised a PhD thesis on deep learning applied to crowd behavior analysis

  • Technical Consultant, Epitech

    Jan, 2022 - Present

    Technical and pedagogical support for artificial intelligence projects.

    • Monitored and evaluated semester projects for second-year Master’s students specializing in AI

  • Data Scientist Engineer, Two-I

    Jan, 2019 - Jan, 20201 year

    Development of AI solutions, dataset management tools and client deployment systems.

    • Implemented a dataset management interface

    • Trained detection and classification neural networks

    • Set up a CI/CD system

    • Implemented client deployment and copy-protection systems

  • Computer Vision Consultant Engineer, CNRS

    Jan, 2016 - Jan, 20193 years

    Development of image processing tools, OCR systems and data valorization tools.

    • Implemented an OCR system

    • Led the image processing pipeline for the WorldSeastems software

    • Implemented a grammatical automaton

Projects Experience

Projects Experience

  • Agentic File Management Platform

    - Present

    Built a platform to manage heterogeneous media sources and automatically extract metadata from videos, images, articles, and audio files.

    • Designed workflows to process large volumes of multimodal data

    • Improved file discovery and organization through metadata-based classification and filtering

    • Automated the generation of reports and articles based on extracted source content

  • Real-Time Video Analytics Software

    - Present

    Designed and developed a C++ backend for real-time video stream analysis.

    • Designed and integrated computer vision neural networks, including object detectors, classifiers, and segmentation models

    • Processed up to 50 video streams at 2 FPS in real time

    • Handled video decoding and encoding pipelines using FFmpeg

    • Computed, aggregated, and stored neural network outputs in a database for downstream analysis

  • Synthetic CCTV Image Data Generation Program

    - Present

    Developed C# scripts to generate objects in 3D environments and automatically export images with their annotations while varying camera and scene parameters.

    • Automated scene generation in configurable 3D environments

    • Generated controlled variations across lighting, camera angle, weather, and other scene parameters

    • Exported images with associated annotation files containing object positions and categories

Skills

Skills

  • Programming Languages

    Python

    C++

    C#

    Bash

  • Data Science and Deep Learning

    PyTorch

    VLLM

    transformers

    Scikit-Learn

    TensorRT

    NumPy

    CUDA

  • DevOps and Tools

    Docker

    Git

    Kubernetes

  • Databases and Distributed Systems

    PostgreSQL

    MongoDB

  • Operating Systems

    Windows

    Linux

Education

Education

  • Image processing, Machine Learning, databases and GPGPU programming, Specialized Master’s Degree, ENSG - French National School of Geographic Sciences

    Jan, 2015 - Jan, 2016

    Image Processing

    Machine Learning

    Databases

    GPGPU Programming

  • Statistics and applied mathematics, Engineering Degree, ESTP - Special School of Public Works, Building and Industry

    Jan, 2013 - Jan, 2016

    Statistics

    Applied Mathematics

  • Mathematics, physics and computer science, Preparatory Classes in Mathematics and Physics, Lycée Henri Poincaré

    Jan, 2011 - Jan, 2013

    Mathematics

    Physics

    Computer Science

  • Algorithms, object-oriented programming and system architecture, , EPITA - School of Computer Science and Advanced Technologies

    Jan, 2009 - Jan, 2011

    Algorithms

    Object-Oriented Programming

    System Architecture