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© 2026 by LE TREUST Morgan

Senior Data Scientist (Project Lead)

Kandy

2022-10 — 2025-10Nantes, FranceApprenticeshipReal Estate / Tech

3-year apprenticeship as project lead of a team of 4-5 people using Agile/Scrum methodology.


Kandy is an innovative small company, initially a digital services provider for direct sales companies (BodyNature) and the real estate sector (LF Immo network). After ~1 year, merged with LF Immo: Kandy became their near-exclusive R&D laboratory.


Small team = enormous responsibilities and freedom, touching all technologies and all facets of projects (not just development: architecture, DevOps, data, R&D, production deployment).


Major projects delivered:

  • AI HomeStaging (KandyAIJob):: Distributed GPU worker for AI image processing with Stable Diffusion, ControlNet, DepthPro, Segment Anything. 250+ design prompts, inpainting, upscaling.
  • Real Estate Lead Prediction:: ML algorithm predicting properties likely to be listed for sale, displayed on mobile map.
  • 360° Panorama & Virtual Tours:: Photo stitching algorithm, 100% offline, ported from Python to C++ for Flutter mobile integration.
  • AutoHouseVid:: REST API auto-generating HD promotional videos for real estate.
  • RFM Categorization:: AI analysis for direct sales client identification.
  • NLP text analysis, data visualization, DevOps, unit testing, modeling.
  • Projects

    AI-Powered

    AI-Powered RFM Categorization

    AI analysis, prediction and data analytics for direct sales. Helping salespeople identify the most relevant clients to train using RFM segmentation.

    Machine LearningData AnalysisPython
    HomeStaging

    HomeStaging AI

    Distributed GPU worker for AI-powered interior design. Multi-model pipeline: generation, inpainting, and upscaling of real estate images with 250+ design prompts.

    Stable DiffusionControlNetPyTorch
    Real

    Real Estate Lead Prediction

    ML algorithm predicting real estate listings based on massive data sources (DVF, DPE). Mobile map display for agents to reach properties before competitors.

    Machine LearningData SciencePython
    360°

    360° Panorama & Virtual Tours

    Photo stitching algorithm for 360° panoramas, working 100% offline. Web platform for virtual tours with room-to-room navigation and equirectangular blur algorithm.

    C++PythonFlutter
    AutoHouseVid

    AutoHouseVid — Real Estate Video Generator

    REST API auto-generating HD promotional videos for real estate from photos and descriptions. Cinematic zoom & pan effects, dynamic overlays, and animated agent cards.

    FlaskMoviePyPython