Freelancer profile translated to English.

Description

Senior freelance consultant in computer vision. I support companies on high value-added projects related to image analysis and exploitation.

I mainly work on POCs, improving existing models, and industrializing computer vision solutions, with a clear objective: to deliver measurable and actionable results quickly.

Languages

English
Native or bilingual
French
Native or bilingual

Workplace preferences

Can work on-site

Pessac (up to 50km)

Lectra
DEEP LEARNING Researcher
RAW MATERIALS INDUSTRY
October 2023 - Today (2 years and 8 months)
Pessac, France
Defect detection (can be large, small and from different classes : intra and inter class variability) on super high resolution images.
Industry 4.0 Computer Vision Anomaly Detection Deep Learning Real Time
SOPHIA GENETICS
ML/DEEP LEARNING EXPERT
BIOTECH
January 2019 - January 2023 (4 years)
Pessac, France
Train/evaluate and deploy into production ML/deep learning models on azureml. Create batch model and project agnostic azureml pipelines for training/prediction/ scoring. Technology watch with weekly literature reviews in which we present research articles. KPI:
• - SOTA: 3D nn-Unet/UnetTR/Resnet GANs, self-supervised learning
• - SCALABILITY: more than 27000 predictions in one night.
• - VOLUME: One input is a 3D image composed of more than 200 million voxels in avergage. The content, format, size and number of images vary a lot. Databases are composed of thousand of images (more than 20 TeraBytes) INTERNSHIP)
Process/prepare data and try to predict clinical outcomes from biological, imaging and genomic data for several clinical studies (brain, breast, and lung cancer)
deep-learning batch-processing Medical Imaging Computer Vision
SOPHIA GENETICS
- BIOSTATISTIC TEAM
BIOTECH
February 2019 - August 2025 (6 years and 6 months)
-Predict medical outcomes from multimodal data (clinical, genomics, raidomics)
-Segment 3D tumors (stage 4 lung cancer) on large amount data from CRT,MRI
Medical Imaging ai-and-advanced-analytics Genomics Clinical Trials Biostatistics