cv

My CV, source code in LaTeX is available on demand.

Basics

Name Matthias Cremieux
Label Software Engineer in ML @ Mindee | Mines de Paris & DAC
Email matthias.cremieux@hotmail.fr
Summary Fresh Graduate of a three-year master’s programme in executive engineering at MINES ParisTech as well as a MSc at Sorbonne university in Stats and ML. I have a keen interest in software engineering, machine learning, deep learning, its related fields, and in a broader sense, in computer science in general !

Work

  • 2021.10 - Present

    Paris

    Software Engineer in Machine Learning
    Mindee
    - Co-Development of a distributed computing library based on Directed Acyclic Graphs (https://github.com/mindee/tawazi) - Development and optimization of a thread-safe inference framework for deep learning models in Python. Small experience with Cython. - Deep learning model RAM and computation time optimization (Tensorflow, ONNX) on various hardwares. - Deployment of applications with Kubernetes, Spinnaker and OpenLens. - Troubleshooting of performance issues (Flamegraphs, ptrace, strace, perf...), memory and file descriptor leaks (C). - Infrastructure and Deep learning models load testing (Locust, custom framework).
  • 2021.04 - 2021.09

    Paris

    Data Scientist (Graphène Advisory)
    Beijaflore
    Deep Learning for anomaly detection in unstructured log data. Siamese networks approach for similarity-based learning, in real time of streaming log events. • Implemented state of the art parsers for real-time streaming parsing of log events. • Implemented a Rest-API : Backend in Django and frontend in Angular. • Designed a simulated logging system and perform real-time anoamly detection on it
  • 2020.04 - 2020.08

    Boston, Massachusetts, États-Unis

    Research intern in computer vision
    Schlumberger
    Adapted Active learning techniques with semantic segmentation in the context of asset integrity inspection • Built a pipeline for automatic interactive Active Learning. • Found a way to reduce the labeling time while keeping peak accuracy
  • 2019.06 - 2019.12

    Berlin, Berlin, Germany

    Data Science Intern
    PEAT GmbH
    Used machine learning to create a farm activity recommendation system from weather data. Used deep learning to better classify ornamental plants from other plants
  • 2018.02 - 2018.02

    Chantier Pulse, Aubervilliers

    Intern - Assistant construction site supervisor
    BATEG - VINCI Construction France
    Blue collar job - managed a team of several people and assisted various technicians in their work in the office in charge of the structure

Education

  • 2020.12 - 2021.12
    Master of Science - MS
    Sorbonne Université
    Mathematics and Computer Science - (Deep Learning and Machine Learning)
  • 2017.12 - 2021.12
    Master of Engineering - MEng
    MINES ParisTech
    Engineering
    • null - Large Scale Data Mining and Machine Learning
    • null - Droit du travail
    • - Recherche Opérationnelle
  • 2015.12 - 2017.12
    Lycée Charlemagne
    CPGE PCSI/PC*
  • 2009.12 - 2015.12
    Baccalaureat
    Lycée Henri IV

Certificates

Skills

Logiciel Open Source
Travail d’équipe
Analyse de données
Python
Mathématiques
Apprentissage automatique
Deep learning
Intelligence artificielle (IA)
Python (langage de programmation)
LaTeX
Java
Tensorflow
Git
PyTorch
Unix
Travail en groupe
Parler en public
Linux
Mindee

Languages

fr
Native Speaker
Anglais
Full Professional
Russe
Limited Working
francais
Native Speaker

References

Arthur Labarre
J’ai eu la chance de travailler avec Matthias de nombreuses années. Son impressionnante capacité de travail n’a d’égal que son sens de l’organisation. Dans un projet, Matthias prend les devants et est force de proposition en toutes circonstances, démontrant une capacité d’adaptation à toute épreuve. Je ne peux que vous recommander de travailler avec Matthias qui saura, j’en suis sûr, tirer vos projets vers le haut

Projects

  • 2018.09 - Present
    Mechatronics Project : "B.R.A.Voice" for IRCAM
    Design of an artificial mouth with a group of 12 students, in collaboration with students from BTS communication, BTS electronics and BTS mechanics. - Equation of the main acoustic functions of the mouth. - Running workshops to explain the project to secondary school students
  • 2019.02 - 2019.03
    Research work on sociology
    This work was carried out as part of an intensive ‘Public Affairs and Innovation’ (API) course taught by research professors from the Centre de Sociologie de l'Iinnovation (CSI) at the Ecole des Mines de Paris, which aims to train engineering students in the political dimensions of large-scale industrial technical projects. A study trip was made to French Guiana to conduct sociological research (using interviews) applied to the challenges of industrial mining in French Guiana.
  • 2017.11 - 2018.01
    ALEF: "Alternative pour L'Energie du Futur"
    Study and modelling of a Smart Grid system for the Paris Saclay Campus, consultancy mission for the Paris Region, in partnership with Enedis. - Simulation of the electricity needs of each player - Integration of storage systems and optimisation of their use