cv
Last updated on Jan 2024. For a prettified view of my CV.
Basics
Name | Loic Mandine |
Label | Machine Learning Engineer |
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.
Certificates
Specialized Graduate Diploma (D.E.S.S.) in Machine Learning (In Progress) | ||
University of Montreal - MILA Institute | 2024-09-01 |
Engineering Degree - Applied Mathematics and Modeling | ||
Polytech Nice Sophia | 2022-09-01 |
General Preparatory Cycle for Engineering schools - P.E.I.P. Polytech Nice | ||
Polytech Nice Sophia | 2019-09-01 |
Publications
-
2023.01.30 Application of machine learning methods to guide patient management by predicting the risk of malignancy of Bethesda III-V thyroid nodules
European Journal of Endocrinology
Indeterminate thyroid nodules (ITN) are common and often lead to (sometimes unnecessary) diagnostic surgery. We aimed to evaluate the performance of two machine learning methods (ML), based on routinely available features to predict the risk of malignancy (RM) of ITN
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 |