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Fabrice Touomou

Data Scientist (specialised in AI training and evaluation)

France flagLyon, France
$4.00/hrEntry LevelOtherRoboflow

Key Skills

Software

Other
RoboflowRoboflow

Top Subject Matter

Medical industry
Transport
Civil engineering

Top Data Types

TextText
ImageImage

Top Task Types

Classification
Fine Tuning
Object Detection
Bounding Box
Segmentation

Freelancer Overview

Data Scientist – Medical report text classification (AI training and evaluation). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Master of Science, Institut National des Science Appliquées (2024) and Bachelor of Engineering, Institut Saint Jean (2023). AI-training focus includes data types such as Text and labeling workflows including Classification and Fine-tuning.

Entry LevelEnglishFrench

Labeling Experience

Data Scientist – Medical report text classification (AI training and evaluation)

OtherTextClassification
Implemented an AI-based text classification system for medical reports in an automation setting. Performed comprehensive data preprocessing, including text cleaning, normalization, stopwords removal, and tokenization. Applied and fine-tuned both classical machine learning pipelines and a domain-specific BERT model for optimal classification performance. • Evaluated multiple classification strategies for service-specific keyword detection. • Compared and recommended best approaches using accuracy, F1-score, and confusion matrix results. • Optimized the selected approach for computational efficiency and precision. • Used Python, Scikit-Learn, NLTK, and Hugging Face Transformers within healthcare domain.

Implemented an AI-based text classification system for medical reports in an automation setting. Performed comprehensive data preprocessing, including text cleaning, normalization, stopwords removal, and tokenization. Applied and fine-tuned both classical machine learning pipelines and a domain-specific BERT model for optimal classification performance. • Evaluated multiple classification strategies for service-specific keyword detection. • Compared and recommended best approaches using accuracy, F1-score, and confusion matrix results. • Optimized the selected approach for computational efficiency and precision. • Used Python, Scikit-Learn, NLTK, and Hugging Face Transformers within healthcare domain.

2025 - 2025

Data Scientist – RAG Agent on technical documentation (LLM fine-tuning/AI training)

OtherTextFine Tuning
Led the implementation and fine-tuning of retrieval-augmented generation using LLMs for civil engineering technical documents. Managed the data preprocessing and embedding vectorization of text data for similarity search and structured response generation. Trained and adapted Large Language Models (LLMs) with domain context to produce accurate, contextual answers to user queries. • Constructed an NLP pipeline with LangChain, Hugging Face, and FAISS. • Integrated OpenAI models for LLM fine-tuning in technical document QA. • Focused on document-level semantic search and RAG-based response generation. • Applied AI training best practices for technical domain adaptation.

Led the implementation and fine-tuning of retrieval-augmented generation using LLMs for civil engineering technical documents. Managed the data preprocessing and embedding vectorization of text data for similarity search and structured response generation. Trained and adapted Large Language Models (LLMs) with domain context to produce accurate, contextual answers to user queries. • Constructed an NLP pipeline with LangChain, Hugging Face, and FAISS. • Integrated OpenAI models for LLM fine-tuning in technical document QA. • Focused on document-level semantic search and RAG-based response generation. • Applied AI training best practices for technical domain adaptation.

2024 - 2025

Education

I

Institut National des Science Appliquées

Master of Science, Data Science

Master of Science
2023 - 2024
I

Institut Saint Jean

Bachelor of Engineering, Information Systems

Bachelor of Engineering
2018 - 2023

Work History

U

Upwork

Data Scientist

Lyon
2025 - 2025
A

Amadeus

Machine Learning Engineer

Nice
2023 - 2024