Mateo Villa Arias
Machine Learning and Computer Vision Engineer @ 7
Salary / Daily rate
Paris, France
Freelance
Skills
Languages
About me
Intro
AI expert with Ph.D. in Artificial Intelligence applied for Medical Imaging. Combined expertise in data analysis, machine learning, computer vision, and scientific research with experience developing and deploying production-grade algorithms in high-complexity environments. Skilled in building and optimising predictive models, with a growing focus on MLOps to support scalable and reliable machine learning pipelines. Experienced in cross-functional collaboration.
Work experience
Machine Learning and Computer Vision Engineer
7 Sensing Software
Apr 2023 - Present
3 years 7 months
Greater Paris Metropolitan Region · Hybrid
Laboratoire de Traitement de l'Information Medicale - INSERM U1101
May 2018 - Dec 2022
4 years 8 months
Greater Brest Area
Research Engineer
Nov 2019 - Dec 2022
3 years 2 months
Greater Brest Area
- Developed novel algorithms for radiation exposure computation in x-ray-guided surgery, using deep learning for estimation, and Monte Carlo simulation for ground - truth generation under the context of the National Research Agency project OptimiX. - Validated the reliability of the proposed algorithms through studies conducted in medical environments. - Achievements: 1 journal paper, 2 patents, 1 software deposit, 1 international conference presentation.
Research Engineer
May 2018 - Oct 2019
1 year 6 months
Brest Area, France
- Designed and implemented deep learning-based approaches (3D convolutional networks) for radiation dose calculations in prostate brachytherapy treatment planning systems. - Model deployment as part of an optimization algorithm within a prototype software.
Research And Development Intern
NEOSTEO
Sep 2017 - Mar 2018
7 months
Mexico City, CDMX, Mexico
Engineering Degree Internship in Development of Medical Devices : Development of a navigation system for orthopedic surgery using inertial sensors and RGB cameras.
Research Intern
Laboratory of Medical Information Processing(LaTIM - INSERM UMR 1101)
Feb 2017 - Aug 2017
7 months
Greater Brest Area
Master Degree Internship : Developement of an original approach for automatic ultrasound bone segmentation using Deep Learning.
Maintenance Assistant
Crepes y Waffles Medellin
Dec 2014 - Jul 2015
8 months
Medellín, Medellin, Antioquia, Colombia
Skills: English
Education
DataScientest.com
MLOps & Machine Learning Engineering
2025 - 2025
6 months
Université de Bretagne Occidentale
PhD
2019 - 2023
3 years 7 months
ENIB
Master of Science - MS
2016 - 2017
1 year 1 month
ENIB
Engineer's degree
2015 - 2017
2 years 1 month
Escuela de Ingeniería de Antioquia
Engineer's degree
2011 - 2017
6 years 1 month
Licenses & certifications
Generative AI with Large Language Models
Issued: Feb 2025
AI Agents Fundamentals
Issued: Feb 2025
Academy Accreditation - Generative AI Fundamentals
Issued: Jan 2025
End-to-End Machine Learning with TensorFlow on Google Cloud
Issued: Jul 2020
Big Data Modeling and Management Systems
Issued: Jul 2020
Introduction to Big Data
Issued: May 2020
Neural Networks and Deep Learning
Issued: Mar 2018