Morgan LE TREUST

Morgan LE TREUST

AI & Data Engineer

CEO KaceCorp | M2 Management of Information Systems

Computer Science Engineer specialized in AI & Data, combining technical expertise, organizational vision and interpersonal skills to support companies in their strategic and technological challenges.

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They Trusted Me

Organizations I've worked with

NOAA
NASA
Crédit Agricole
DGA (Ministry of Defense)
Manchester City FC
Kasetsart University
AFoCO
Polytech Nantes

Projects

A selection of professional, research and personal projects

Land
Featured

Land Fire Alerts (LFA)

Research

Real-time wildfire monitoring ecosystem covering 4 Southeast Asian countries. Automated satellite data pipeline, interactive maps, and alert system used daily by decision-makers.

PythonPostGISFlaskFoliumMapLibre
HomeStaging
Featured

HomeStaging AI

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 DiffusionControlNetPyTorchDockerGPU
PPMOJ
Featured

PPMOJ — Educational Math Platform

Web

Gamified educational platform teaching mathematics through 5 interactive puzzle games. Full-stack production app with dual currency, Stripe payments, and GDPR compliance.

FlaskAngularTypeScriptMySQLDocker
MDD-reID

MDD-reID — Person Re-Identification

AI

Person re-identification system across non-overlapping surveillance cameras. 99.4% Rank-1 accuracy on Market-1501 using Vision Transformers and hybrid CNN fusion.

PyTorchVision TransformerFAISSDeep LearningCNN
Real

Real Estate Lead Prediction

Data

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 SciencePythonMobileGeospatial
360°

360° Panorama & Virtual Tours

AI

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

C++PythonFlutterComputer VisionOffline-first
AutoHouseVid

AutoHouseVid — Real Estate Video Generator

Web

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

FlaskMoviePyPythonVideoREST API
ShapeGoal

ShapeGoal — Nutrition & Fitness Tracker

Personal

Progressive Web App for nutritional and weight tracking. Barcode scanner, meal journal, shared food basket, weight charts, and offline-first architecture.

ReactTypeScriptSupabasePWAVite
AI-Powered

AI-Powered RFM Categorization

Data

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

Machine LearningData AnalysisPythonPrediction
Tadam

Tadam — Music Recognition & Recommendation

AI

Music recognition system by audio fingerprinting (FFT from scratch) + recommendation engine. 1,000+ tracks across 16 genres, classification by weighted features.

PythonFFTSignal ProcessingSpotify APIFrom Scratch
PolyHash

PolyHash 2022 — Google Hash Code

AI

Google Hash Code 2022: sleigh route optimization to maximize deliveries. 3 pathfinding algorithms (NEAT, A*, greedy) with genetic optimization. Score: 788,961 points.

PythonNEATA*Genetic AlgorithmOptimization
CNN

CNN Training Framework

AI

Automated CNN training framework for image classification. 10+ modular architectures, JSON config pipeline, Pareto front analysis. 180+ models trained and compared.

PyTorchCNNDeep LearningPareto FrontAutomation
Distributed

Distributed Microservices Architecture

SI

Distributed microservices architecture with 4 services communicating via Kafka. Hexagonal architecture, Event Sourcing, Saga and CQRS patterns.

Node.jsKafkaDockerEvent SourcingCQRS
Large-Scale

Large-Scale Data Analysis with Local LLMs

Data

Large-scale data analysis using locally-run Large Language Models for processing and insights extraction.

LLMPythonData AnalysisLocal AI

Experience

Professional journey and milestones

Apr 2026 Sep 2026Internship

Business Analyst

Crédit Agricole Technologies et Services

Nantes, France

Final internship (6 months) as part of the Master 2 MSI program (IAE Nantes). Business analysis in the banking sector.

May 2022 PresentFreelance

CEO / Freelance IT

KaceCorp

Nantes, France

Personal company covering IT development (full project management for small businesses), professional video editing (Manchester City, Epsilon eSport, major content creators with 200K–7M subscribers), and academic jury services.

Oct 2022 Oct 2025Apprenticeship

Senior Data Scientist (Project Lead)

Kandy

Nantes, France

3-year apprenticeship as project lead (team of 4-5, Agile/Scrum). Built AI algorithms for real estate (lead prediction, 360° panoramas, AI home staging, auto video generation), NLP analysis, and data visualization. Full autonomy: architecture, DevOps, data, R&D, production deployment.

Jun 2024 Sep 2025Research

Senior Researcher (Project Lead)

Kasetsart University

Bangkok, Thailand

Collaboration with NOAA, NASA, AFoCO. Built a complete real-time wildfire monitoring system for Southeast Asia (4 countries, 12 repositories). System in production 24/7, used daily by decision-makers. On-site 4 months then remote.

Jun 2021 Aug 2021Internship

Data Scientist

DGA MI (Ministry of Defense)

Rennes, France

Data analysis projects within the engineering team in a classified defense context. Results used by DGA decision-makers. Software Defined Datacenter, DevOps, Java development, data visualization.

2018 2019Freelance

Video Editor

Manchester City FC

Remote (English)

Video editor for Manchester City FC (+7M YouTube subscribers) through Epsilon eSport partnership. Social media content (YouTube, Instagram).

2017 2019Freelance

Video Editor

Epsilon eSports

Remote (English)

Video editor for professional eSports team Epsilon. Social media content creation (YouTube, Instagram) in English.

Skills

Technical and managerial competencies

AI / Machine Learning

PyTorchscikit-learnTensorFlowLLMsNLPStable DiffusionControlNetVision Transformers (ViT)CNNFAISSTransfer LearningKerasSegment AnythingDepthProLoRAGenetic AlgorithmsNEATA*DiffusersTransformers (HuggingFace)xformers

Data Science / Engineering

PythonPostgreSQLPandasNumPySQLAlchemyAlembicETLOLAPData WarehousingMatplotlibSeabornFoliumPostGISMySQLSupabaseDuckDBSQLitegeopandasshapelypyprojRecharts

Web Development

TypeScriptReactNext.jsREST APIAngularNode.jsFlaskExpress.jsJWTOAuth2SwaggerStripeTailwind CSSJavaScriptBootstrapAngular MaterialHTMLCSSSCSS

DevOps / Cloud / Infrastructure

DockerGitCI/CDDocker ComposeGitHubLinuxApache WSGINVIDIA CUDAApache KafkaVercelNetlifyESLintPrettierflake8

Management / Methodology

Agile / ScrumProject ManagementTeam Leadership (4-5 people)End-to-end Project DeliveryTechnical DocumentationMicroservicesCQRSEvent SourcingHexagonal ArchitectureMkDocsSwagger

Languages & Other

English (Bilingual, TOEIC 910)SQLFrench (Native)OCamlC/C++RJavaFFT / Signal ProcessingEmbedded Systems (Raspberry Pi)Video EditingGeospatial (GIS)