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© 2026 by LE TREUST Morgan

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
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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
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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
+ Read more
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
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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
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360° Panorama & Virtual ToursAutoHouseVid — Real Estate Video GeneratorShapeGoal — Nutrition & Fitness TrackerAI-Powered RFM CategorizationTadam — Music Recognition & RecommendationPolyHash 2022 — Google Hash CodeCNN Training FrameworkDistributed Microservices ArchitectureLarge-Scale Data Analysis with Local LLMs

Experience

Professional journey and milestones

Business Analyst

Crédit Agricole Technologies et Services

Apr 2026 — Sep 2026Internship

Nantes, France

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

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CEO / Freelance IT

KaceCorp

May 2022 — PresentFreelance

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.

+ Read more

Senior Data Scientist (Project Lead)

Kandy

Oct 2022 — Oct 2025Apprenticeship

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.

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Senior Researcher (Project Lead)

Kasetsart University

Jun 2024 — Sep 2025Research

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.

+ Read more
DGA MI (Ministry of Defense)

Data Scientist

DGA MI (Ministry of Defense)

Jun 2021 — Aug 2021Internship

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.

+ Read more

Video Editor

Manchester City FC

2018 — 2019Freelance

Remote (English)

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

+ Read more

Video Editor

Epsilon eSports

2017 — 2019Freelance

Remote (English)

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

+ Read more

Education

Academic background and training

Master 2 (M2)

IAE Nantes

2025 — 2026

Management of Information Systems

Master 2 in Management of Information Systems with a 6-month internship in a company.

+ Read more

Engineering Degree

Polytech Nantes

2022 — 2025

Artificial Intelligence (IDIA: Data Engineering & AI)

Engineering program under apprenticeship (3-year work-study at Kandy). Courses + industry work + 3-month international research internship (Kasetsart University, Thailand).

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CS50 Certificate

Harvard University (online via edX)

2021

Computer Science

Intensive programming course: C (data structures, dynamic memory, algorithms, recursion, pointers, hash tables), Python, SQL, HTML/CSS/JS, Flask, AI, Cybersecurity.

+ Read more

Preparatory Classes

Polytech Nantes

2020 — 2022

Engineering Sciences

Average: 15/20. Intensive courses in mathematics, physics, computer science, AI modeling, advanced algorithms.

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Bachelor's Degree (License)

Nantes Université

2020 — 2022

Math-Physics-Computer Science (MIP)

Average: 15/20. Taken in parallel with Polytech Nantes preparatory classes.

+ Read more

Baccalauréat

Lycée Chaptal

2018 — 2020

Science & Engineering — Mathematics Specialty

Distinction: TRÈS BIEN with Jury Honors. Options: Engineering Science (Electronics, Programming, Mechanics), Advanced Mathematics.

+ Read more

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)

Certifications

Professional certifications and credentials

TOEIC (910/990)

TOEIC Program

Standardized English proficiency test. Score: 910/990 — demonstrates professional bilingual competency.

The Assessment of Sustainability Knowledge

Sulitest

Assessment of sustainability knowledge across environmental, social, and governance dimensions.

November 2024

Certification — Python 3

CodinGame

Certified proficiency in Python 3 programming language — verified through practical coding challenges.

Harvard CS50 — Computer Science

Harvard University

Harvard's introduction to computer science. Covers C, Python, SQL, algorithms, data structures, web development, and AI.

October 2021

PYTHON — Theoretical and Practical Core

Sololearn

Theoretical and practical Python certification covering core language features and best practices.

July 2021

Get in Touch

Have a project or opportunity? Let's talk.