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Théo SantosTS

Théo Santos

ML Engineer | Data Scientist

€600/day
Paris, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Théo

🚀 Data Scientist / ML Engineer – From raw data to production deployment

Graduated engineer from EPITA, I help companies design and industrialize Data & AI solutions, from business scoping to production deployment.

I work across the entire value chain:

🔎 Scoping & Design
  • Business needs analysis
  • Scoping workshops
  • Data / ML architecture definition
  • PoC realization

⚙️ Data Engineering & Machine Learning
  • Data processing pipeline design
  • Feature engineering & model training
  • NLP & LLM (classification, summarization, information extraction)
  • Model optimization and evaluation

🚢 Industrialization & MLOps
  • CI/CD pipeline implementation
  • Containerization and deployment
  • Code standardization (unit & integration tests)
  • Production deployment and monitoring

💡 What I bring to my clients
  • A business impact-oriented approach
  • Robust and maintainable solutions
  • Ability to work from prototype to production
  • Strong focus on generative AI and new LLM use cases

🛠 Main Stack
Python · Pandas · Streamlit · GitLab CI · Concourse · Dash · Transformers · NLP · CI/CD · Data Pipelines · Airflow
  • French

    Native or bilingual

  • English

    Fluent

Can work on-site
Paris (up to 50km)

Experience

  • France Travail
    ML Engineer (OCTO)
    PUBLIC SECTOR
    March 2024 - October 2025 (1 year and 7 months)
    Paris, France
    Data support within a team developing AI products for internal company use. Participation in various data projects from design (Scoping workshop, needs definition, PoC...) to deployment (GitLab/Concourse CI/CD Pipeline), including realization (Data engineering, Data visualization, Data Science).

    - Interview with business experts to identify friction points and scope technical solutions meeting their needs
    - Creation of ETL data preprocessing pipelines for custom JIRA data historization
    - Refactoring of code for a data visualization WebApp (dash)
    - Establishment of code standards for tests (unit, integration)
    - Implementation of an agentic/Rag system for incident resolution assistance
    - Realization of a JIRA ticket classification MVP
    - Creation of a web application to visualize MVP results

    Environment: Python, Pandas, Dash, Streamlit, GitLab, GitLab CI, Concourse, transformers
    Python Data visualisation Data science Data Engineer
  • Agora
    Data Scientist (OCTO)
    PUBLIC SECTOR
    October 2023 - December 2023 (2 months)
    Paris, France
    As part of the improvement of a citizen participation mobile application, categorization of open-ended answers into topics inferred from the responses.

    - Airflow pipeline to prepare and analyze data
    - Topic Modeling and Text Summarization by topic using NLP
    - Web Application to highlight analysis results

    Environment: Python, Pandas, Bert, Airflow
    Python Data visualisation NLP
  • Qualicharge
    Data Engineer (OCTO)
    PUBLIC SECTOR
    September 2022 - September 2023 (1 year)
    Paris, France
    Data Engineer in a 3-member startup, setting up a Data infrastructure from scratch on GCP, Dataviz/Data engineering, and performing analysis on electric vehicle charging station data.

    - Configuration of BigQuery and Dataflow on GCP
    - ETL pipelines on Dataflow to convert data from Cloud Storage to BigQuery
    - Interviews with Business Experts to demonstrate our impact and improve data understanding
    - Development of a Python web application to display customized dashboards on acquired data
    - Integration of the WebApp on a website deployed in collaboration with another startup

    Environment: Python, GCP, BigQuery, Dataflow, Pandas, Streamlit
    Python Data science Data Engineer MLOps

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Education

  • Graduated Engineer
    EPITA
    Ingénieur diplômé
  • Professional Data Engineer
    Google
    Professional Data Engineer

Skill set

Categories