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Thomas GuntzTG

Thomas Guntz

PhD Data Scientist AI / Expert Python Django

€580/day
6 projects
Grenoble, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Thomas

I help companies develop and boost their business by analyzing their data with modern Artificial Intelligence. Accelerate your data processing times and prospect research with AI.

Here is my offer:


🤝 **SoftSkills**: we are humans, above all, who collaborate together
  • Relational ease, good communication and active listening,
  • Work ethic and Empathy,
  • Adaptability, Fast learning and Attention to detail.

🤖 Graduated Doctor in Machine Learning
  • Consultant for your AI projects,
  • Processing, analysis, visualizations and above all valorization of your data,
  • Training and optimization of Machine Learning or Deep Learning models,
  • Testing, continuous integration of your models,
  • Deployment in production,
  • Mastered frameworks: scikit learn, tensorflow, pytorch, pandas, polars.

⚙️ **Expert Python / Backend API / DevOPS**:
  • Django, Django Rest Framework, FastAPI or Flask,
  • CI / CD: Docker, tests (pytest, coverage), continuous integration (pre-commit),
  • Possibility of creating a graphical interface (front) in streamlit, simple but effective,
  • Best practices (software craftsmanship): documentation, clear code, robustness, maintainability.

🧠 Program Optimization / Performance
  • Analysis of algorithm complexity,
  • Asymptotic evaluation,
  • Memory resource optimization,
  • Computation time optimization.
📈 Mathematical Optimization
  • Stochastic programming, dynamic programming, linear programming,
  • Scheduling.

Shall we discuss your project?
  • French

    Native or bilingual

  • English

    Native or bilingual

Remote only
Primarily works remotely

Experience

  • DECIDENTO
    FullStack Data Scientist
    March 2024 - April 2024 (2 months)
    Grenoble, France
    Development of a text processing software with AI (NLP) to classify titles into categories. This software needed to be accessible via a web interface and also via an API to be integrated into Decidento's internal processes.

    I fully developed the solution with the following features:
    - Processing and cleaning of client data
    - Choice of Machine Learning model, training, prediction, evaluation

    - Setup of a Python / FastAPI backend
    - Setup of a streamlit frontend

    - Features available on the front: data editing, predictions with the trained model, model retraining
    - Deployment with docker and docker-compose

    Back-End Development Data analysis Data science API FastAPI Streamlit NLP Machine learning
  • THENTIK
    Malt logoOn Malt
    Data Scientists and algorithm optimization
    January 2024 - February 2024 (1 month)
    Grenoble, France
    - Addition of statistical studies of user data,
    - Addition of Django APIs,
    - Optimization of algorithm execution time,
    - Optimization of Django ORM calls,
    - Build and deployment with Docker
    CI/CD Django Back-End Development Docker Python Mathematics Statistics Data scientist
  • KAIZEN Solutions
    Doctor Engineer Scientific Software
    DIGITAL AND IT
    January 2021 - January 2024 (3 years)
    Montbonnot-Saint-Martin, France
    I wore several hats at Kaizen-Solutions:

    1. AI Researcher:
    - Object detection on images in Deep Learning (Image Detection, Segmentation, OpenCV, Pytorch, Yolo, Tensorflow, Transformers, Docker)

    2. Engineer for Scientific Application at EDF:
    - Needs analysis, software architecture
    - Performance optimization
    - Python (Numba, CPython), C++, Docker

    3. Creation of the Kaizen-School entity for supervising interns within the KZS Lab

    4. Head of the Data & Algorithms Department:
    - Sharing of technical topics between engineers and Data professionals

    5. Trainer in Python and Machine Learning
    Python 3 Rust Docker Project Management c++ IT Architecture Training Supervision Back-End Development Agility Scrum AI Pytorch TensorFlow Mathematics

Reviews

5.0

Out of 3 ratings

S

Stan

THENTIK

Reviewed on 7/8/2024

This was my second mission with Thomas, which was quite varied. Thomas helped us in developing specifications for machine learning, algorithmic development, API creation, and back-end development. He also works very well in a team with another developer on the project, in a very collaborative and complementary manner. In addition to his 'already mentioned coding' skills, Thomas is a very pleasant, available person and an excellent 'teammate'. We will continue to collaborate with Thomas and highly recommend him.
LaetitiaL

Laetitia

DECIDENTO

Reviewed on 5/2/2024

Thomas is very professional in his approach. His development is reliable and perfectly meets our expectations. We will gladly work with him to maintain the tool and develop other AI-oriented approaches!

Recommendations

Bastien EderhyBE
Gautier DarasGD
Léo RichardLR
+1
Bastien Ederhy and 3 other people have recommended Thomas

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Education

  • Doctor in Machine Learning (mathematics / computer science)
    Collège Doctorale - Université Grenoble Alpes
    2020
    Thèse réalisée à l'Inria (LIG). Sujet : Acquisition, analyse et prédiction des états mentaux de joueur-euse-s d'échecs en observant leurs mouvements corporels, leurs émotions et leur regard.
  • Computer Engineering specialized in Information Systems Engineering
    Ensimag Grenoble
    2016

Skill set

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