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Stéphane SochackiSS

Stéphane Sochacki

PhD. in Data Science & Machine Learning

€555/day
Rochefort, FR
15+ years

Average response time: 1 hour

Freelancer profile translated to English.
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About Stéphane

Through both professional (IUP/DRT) and academic (Doctorate) training, I have acquired significant expertise in innovation applied to industrial needs.

These programs, combined with my experience, allow me complete mastery of the software lifecycle, from design (MERISE, CDCF writing) to maintenance, including development (C/C++/C#/SQL).

I have specialized in signal, image, and video processing and analysis, as well as decision-making (statistical analysis, machine learning, information fusion, evidence theory), with my doctorate in artificial intelligence validating my knowledge.

Driven by a genuine passion for computer science and robotics, I have had the opportunity to work on innovative projects, ranging from defect detection on parachute canopies to monitoring industrial structure defects via drones, and measuring fish freshness at auction by fusing odor and color images.
These projects have allowed me to collaborate with major groups such as the DGA, RENAULT, SNECMA, ENEDIS, and many others.

In general, my expertise extends beyond signal processing, as I have also developed a content curation engine from social networks to analyze and retrieve (via a REST API) any information concerning a given topic (Virgin Radio with Cyrille Hanouna, Viacom with MTV and GameOne channels, the National Union of Professional Footballers).

Information and data can become my playground, whatever their form.
  • French

    Native or bilingual

  • English

    Fluent

Remote only
Primarily works remotely

Experience

  • A2D.ai
    Research Engineer
    DIGITAL AND IT
    August 2021 - December 2021 (4 months)
    A new collaboration with A2Drone, this time for the Grand Port Maritime de La Rochelle, for the detection and monitoring of defects on the port's facilities, particularly the quays (concrete and masonry) and concrete pillars.

    I contributed my expertise in image processing and analysis and deep learning (C++/OpenCV/YOLOV4) by leveraging the generic image analysis platform I previously developed.

    I also participated in the implementation of 3D photogrammetry solutions for better visualization of defects in their environment.
    Machine learning Deep Learning artificial intelligence Computer Vision Classification Image processing Image Processing Data science C++ OpenCV CUDA Back-End Development Photogrammetry Design writing
  • A2D.ai
    Research Engineer
    DIGITAL AND IT
    January 2019 - June 2021 (2 years and 6 months)
    This collaboration with A2Drone for the company Enedis addressed the issue of defect detection on high-voltage power lines using drone-acquired videos.

    During this assignment, I applied my expertise as a software engineer by designing and developing (C++/OpenCV) a generic image analysis platform.
    I also contributed my expertise in image processing and analysis by developing methods suited to our problem (background suppression, color segmentation, etc.).
    Finally, I developed the artificial intelligence layer (convolutional neural networks) for the detection and tracking of infrastructure components, as well as for their diagnosis.
    Machine learning Deep Learning artificial intelligence Computer Vision Classification Image processing Image Processing Data science C++ OpenCV CUDA Back-End Development Design writing Embedded systems
  • ilistfive
    Technical Director
    DIGITAL AND IT
    December 2008 - January 2019 (10 years and 1 month)
    Bordeaux, France
    As Technical Director, I was responsible for recruitment and management, information system design, technological choices, research (artificial intelligence, NLP, data mining, content detection in images), and development (C#, MSSQL, OpenCV).
    To meet the diverse needs of projects and clients (BFMTV, Next Interactive Media, Viacom/MTV, Ouest France, National Union of Professional Footballers), I designed a generic curation system focused on collecting (press articles, social networks), storing, and analyzing heterogeneous data to serve the results of these analyses via a REST API for presentation on thin clients (website or mobile app).
    Design writing Back-End Development Data mining Data science NLP Classification C# SQL Server OpenCV .NET Merise noSQL Technical direction REST API Statistics

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Education

  • PhD
    University of Poitiers
    2011
    Théorie de l'évidence, combinaison de classifieurs, machine learning, OCR
  • DRT
    University of La Rochelle
    2001
    Techniques de l'information adaptées aux systèmes industriels

Skill set

Categories