Author Image

Hi, I am Guilhem

I am an AI Master’s Graduate
Passionate about research & innovation
I work on Machine learning and NLP projects

Guilhem Ratabouil

Master’s Graduate in Machine Learning & NLP

Holder of a Master’s degree in Artificial Intelligence, I am passionate about technological innovation and scientific research. My rigor and perseverance, strengthened through sports practice, motivate me to take on challenges in research and development, whether in academic or industrial settings.

Team Work

Curiosity

Creativity

Skills

Python

Python

Experienced in Python programming for various applications, including machine learning, data analysis, and web development.

C, C++

C, C++

Basic knowledge of C/C++ with understanding of control structures, functions, pointers, and OOP concepts.

ML libraries

ML libraries

Familiar with popular ML libraries such as TensorFlow, PyTorch, Scikit-learn and LangChain.

Multi-agent systems

Multi-agent systems

Practical and theoretical knowledge in multi-agent systems, including agent communication, coordination and collaboration.

Docker

Docker

Write most of the programs as dockerized container. Experienced with multi-stage, multi-arch build process.

Robotics, 3d perception, computer vision

Robotics, 3d perception, computer vision

Practical and theoretical knowledge in robotics, 3d perception, computer vision and Digital image processing (ROS, PnL, YOLO).

Natural Language Processing

Natural Language Processing

Practical and theoretical knowledge in Natural Language Processing, chatbots and Automatic Speech Recognition. (nltk, spacy, BERT, RASA, …).

Linux

Linux

Using as the main operating system. Capable of writing bash/shell scripts.

Git

Git

Experienced with git-based development. Mostly, use Github. Also, have experience in working with GitLab.

Experiences

1

Amplitudes

Jan 2026 - Present

Toulouse, Occitanie, France

AI Engineer (CDI)

Jan 2026 - Present

Responsibilities:

Design and development of a multi-agent conversational assistant: architecture and orchestration of specialized agents.
Development of workflows for search, booking, and trip management.
Integration of RAG, tool calling, MCP, and real-time streaming.
Management of conversational context and tasks with Redis.
Deployment with Docker, Kubernetes, and GitLab CI/CD.
Stack: Python, FastAPI, LiteLLM, RAG, Redis, PostgreSQL, Docker, and Kubernetes.

Intent Technologies

Mar 2025 - Sep 2025

Toulouse, Occitanie, France

Intent Technologies is a leading company in data management and smart building solutions. Its platform centralizes, structures, and leverages data from equipment, services, and user interactions to enhance energy efficiency, predictive maintenance, and overall occupant experience.

AI Engineer (Internship)

Mar 2025 - Sep 2025

Responsibilities:

Development of an end-to-end NLP model for information extraction and generation from documents. Implementation of all stages of the lifecycle: design, data preparation, and evaluation methodology.
Designed and implemented deep learning models for document classification (CNN, encoder–DNN pipelines), improving accuracy and scalability for real-world datasets.
Developed a multi-agent text-to-SQL framework combining LLMs with Retrieval-Augmented Generation (RAG), allowing end-users to query databases through natural language with higher precision and reliability.
Collaborated with cross-functional teams to validate models against production requirements and documented research findings for both academic and industrial audiences.

2

3

Made in Tracker

Jun 2024 - Sep 2024

Toulouse, Occitanie, France

Made in Tracker is a company specializing in tracking and analytics solutions for businesses. Their platform provides insights into user behavior and operational efficiency.

AI Developer (Volunteer)

Jun 2024 - Sep 2024

Responsibilities:

Built an intelligent chatbot leveraging Groq API and Firebase, with a strong emphasis on optimizing prompt engineering for contextual accuracy.
Designed and deployed a Flask-based API architecture with multiple endpoints, ensuring efficient interaction between backend services and frontend interfaces.
Improved system scalability and robustness by integrating asynchronous request handling and implementing logging/monitoring solutions.

Institut de Recherche en Informatique de Toulouse (IRIT)

May 2024 - Aug 2024

Toulouse, Occitanie, France

Institut de Recherche en Informatique de Toulouse (IRIT) is a research institute focused on computer science and its applications.

Developer

May 2024 - Aug 2024

Responsibilities:

Development of an innovative web application for managing IoT devices in a smart home, aiming to improve the autonomy of people with disabilities
User needs analysis, implementation of an optimized architecture for efficiency and responsiveness, and research on integrating AI-based features (LLM/SLM).

4

Education

Université Paul Sabatier Toulouse III

2023-2025

Master’s in Artificial Intelligence

Taken Courses:

Course Name	Total Credit	Obtained Credit
Calcul scientifique et Apprentissage automatique	20	15.05
Traitement automatique du langage naturel	20	15.15
Réseaux bayésiens et modèles pour la planification	20	16
Imagerie computationnelle	20	12.14
Chef d'oeuvre (Projet de recherche)	20	17

Université Paul Sabatier Toulouse III

2021-2022

Bachelor’s in Sports Management (STAPS)

Université Paul Sabatier Toulouse III

2018-2021

Bachelor of Technology - BTech

Projects

Sound Classification heartbeats

Sound Classification heartbeats

Classifying sounds using supervised and unsupervised learning techniques

MFCC Random forest SVM k-means

Satellite Planning Under Uncertainty

Satellite Planning Under Uncertainty

Optimizing satellite planning under uncertain conditions using SCIP and ZIMPL.

Optimization Uncertainty Decision Theory SCIP ZIMPL

Multi-Agent Trading System

Multi-Agent Trading System

Hedge Fund LLM is an automated multi-agent trading system powered by specialized Large Language Models that analyze financial data, news, and social sentiment to generate trading recommendations with integrated risk management.

Multi-Agent Systems Trading LLM

Comparison of MLP and CNN

Comparison of MLP and CNN

comparative analysis of two neural network architectures.

Computer Vision CNN MLP

Beatbox Classification

Beatbox Classification

Machine learning in the field of audio processing.

Audio Processing supervised learning unsupervised learning

Visual Analytics for LLM Book Content

Visual Analytics for LLM Book Content

This project aims to visualize the content of a book through the lens of tokenization or semantic vectors.

Visualization NLP LLM