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© 2026 by LE TREUST Morgan

Morgan LE TREUST

Morgan LE TREUST

AI & Data Engineer- Entrepreneur

CEO KaceCorp | Business Analyst in Banking

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

They Trusted Me

Organizations I've worked with

NOAA
NOAA
NASA
NASA
DGA (Ministry of Defense)
DGA (Ministry of Defense)
Manchester City FC
Manchester City FC
Kasetsart University
Kasetsart University
Royal Forest Department Thailand
Royal Forest Department Thailand
NOAA
NOAA
NASA
NASA
DGA (Ministry of Defense)
DGA (Ministry of Defense)
Manchester City FC
Manchester City FC
Kasetsart University
Kasetsart University
Royal Forest Department Thailand
Royal Forest Department Thailand
NOAA
NOAA
NASA
NASA
DGA (Ministry of Defense)
DGA (Ministry of Defense)
Manchester City FC
Manchester City FC
Kasetsart University
Kasetsart University
Royal Forest Department Thailand
Royal Forest Department Thailand

Projects

A selection of professional, research and personal projects

Land Fire Alerts (LFA) - International Wildfire Monitoring
Presented the international LFA project at the United Nations (UN) — Thailand
Featured

Land Fire Alerts (LFA) - International Wildfire Monitoring

ResearchDataWeb

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
+ Read more
HomeStaging AI - Image Generation/Inpaint/Upscale by AI
Featured

HomeStaging AI - Image Generation/Inpaint/Upscale by AI

AIComputer VisionData

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

Pytorch + CUDA 12.8DiffusersTransformersStable DiffusionControlNet
+ Read more
MDD-reID — Person Re-Identification with Soft-Biometry
Featured

MDD-reID — Person Re-Identification with Soft-Biometry

AIMachine Learning (ML)Computer VisionSupervised LearningNeural NetworkResearch

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

PyTorchTorchVisionVision TransformerFAISSDeep Learning
+ Read more
PPMOJ — Educational Math Platform
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
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
+ Read more
360° Panorama & Virtual ToursLarge-Scale Data Analysis with Local LLMsAutoHouseVid — Real Estate Video GeneratorShapeGoal — Nutrition & Fitness TrackerCNN Training FrameworkAI-Powered RFM CategorizationTadam — Music Recognition & RecommendationPolyHash 2022 — Google Hash CodeDistributed Microservices Architecture

Experience

Professional journey and milestones

Crédit Agricole Technologies et Services

Business Analyst in Banking

Crédit Agricole Technologies et Services

Apr 2026 — Sep 2026Internship

Nantes, France

Part of the Financial Management & Management Control squad. Missions: contributing to the development of the Client NBI (Net Banking Income) product.

+ Read more
KaceCorp

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
Kandy

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.

+ Read more
Kasetsart University

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

Education

Academic background and training

IAE Nantes

MBA, Information Systems

IAE Nantes

2025 — 2026

Management of Information Systems

Master's in Information Systems Management — including a 6-month industry internship.

+ Read more
Polytechnic Engineering School of Nantes University

Engineering Degree

Polytechnic Engineering School of Nantes University

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).

+ Read more
Harvard University (online via edX)

Computer Science 50 (CS50)

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
Polytechnic Engineering School of Nantes University

Preparatory Program for France's top Engineering Schools

Polytechnic Engineering School of Nantes University

2020 — 2022

Engineering Sciences

Intensive courses in mathematics, physics, computer science, AI modeling, advanced algorithms. Integrated preparatory class at Polytechnic Engineering School of Nantes University.

+ Read more
Nantes Université

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
Lycée Chaptal

High School Diploma (Baccalauréat)

Lycée Chaptal

2018 — 2020

Science & Engineering — Mathematics Specialty

Distinction: High Honors (3.8/4 GPA). 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

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

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.

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.