cv

Last updated on Jan 2024. For a prettified view of my CV.

Basics

Name Loic Mandine
Label Machine Learning Engineer
Email loic.mandine@gmail.com
Phone +1 438-701-7027 | +33 6 85 36 16 69
Url https://mdag.cyou/
Summary Looking for an Internship for SUMMER 2024 (min. 4 months, May 2024), on-site and remote work

Work

  • 2022.12 - 2023.07
    Machine Learning Engineer
    MARSS Group
    Develop/Implement production-ready Object Detector model (mainly one-stage CNNs) & Compress those lasts for edge low-power devices deployment
    • Deep Learning to the edge
    • Computer Vision - Object Detection
    • Neural Network Compression
  • 2021.09 - 2022.11
    Data Scientist Apprenticeship
    AzurIA
    Still at its very beginning, I joined AzurIA to support the R&D-team's AI projects. I had the opportunity to work on many Computer Vision-related projects.
    • Life of the creation of a startup
    • Computer Vision - Satellite Imagery/Remote Sensing, Cloud Segmentation (Custom U-Net), Boat Detection (YOLOvx model series)
    • Literature Survey, State-of-the-art of DL datasets/algorithms applied to multi-spectral images
    • Anomaly Detection - Defect detection manufactured pieces, Disease Segmentation on vign leafs
    • DevOps/MLOps - Self-hosted ML workspace & GPU cluster maintenance, Gitlab CI/CD, PoC of ML projects
    • TinyML - Deployment ML models on edge devices (several nvidia jetsons, raspberry pi/pico, intel Movidius/OpenVino toolkit)
  • 2021.06 - 2021.08
    Data Scientist Intern
    Center Antoine Lacassagne, CHU Nice - Department of Epidemiology, Biostatistics and Health Data
    This internship was to develop and validate a machine learning model to help in the decision of malignancy of a thyroid nodule. Then, the performance of several machine learning methods were compared.
    • Machine learning for medical diagnosis in oncology
    • Publication of a scientific article in a peer-reviewed journal

Volunteer

  • 2023.09 - 2024.01
    Tutor
    University of Montreal - DIRO Department
    Animator of weekly seminar on 'Learning Linux' for students. I also help (undergrad) students with their homeworks and projects.
    • Linux Seminar for students
    • Projects/Homework assistance, tutoring

Education

  • 2023.09 - 2024.09

    Montreal, Canada

    Professional Diploma
    MILA Institute / University of Montreal
    D.E.S.S. in Machine Learning
    • Representation Learning
    • Machine Learning Fundings
    • Data Science
    • Advanced Deep Learning projects
  • 2022.09 - 2017.09

    Sophia Antipolis, French

    Baccalaureate + Master's degree
    Polytech Nice Sophia-Antipolis
    Applied Mathematics and Modeling - Data Science

Awards

  • 2022.04.01
    Hackaton - 2nd place
    BonsAPPs/BonsEyes european organization
    AzurIA R&D team has successfully participated in Stage 1 of the 1st support programme of BonsAPPs. Throughout a two-month program, we developed a structured datatool and an AI Asset workflow for the training and deployment of deep neural network on the edge for a Defect Detection usecase.

Publications

Skills

Machine Learning
Pytorch
Pytorch Lightning
OpenMMLab libs
Wandb/Comet/ClearML
Software Engineering
Git
Docker
Remote Development
Wandb/Comet/ClearML
Pandas/ScikitLearn

Languages

French
Native speaker
English
Fluent

Interests

Biomimicry
Biomimetism
Bio-inspired innovation