
Saulo Barreto
PhD Candidate in PhD in Data Science for High-Dimensional Imaging | Machine Learning
Updated 8 months ago
14+
Years Experience
11
Roles
30
Skills
4
Education
About
Multidisciplinary engineer with extensive experience in developing innovative solutions at the intersection of signal processing, computer vision, and data science. Demonstrated success in technical projects from concept to deployment, including creating an open-source Python library for complex image processing and building interactive 3D visualization platforms. Combines strong mathematical expertise with practical programming skills in Python and C++, while effectively communicating technical concepts through teaching and technical writing. Proven track record of collaborating across international teams and delivering results in both academic and industrial settings, including Nokia Bell Labs. - Work experience in software development: Created an (upcoming) open-source Python library for analysis of complex image data, focusing on speed and execution time optimization. - Work experience in technical writing and document production: Wrote 25+ tutorials and articles on Data Science and Programming (at Baeldung), along with technical documents for training federal prosecutors and lawyers (Office of Federal Prosecution) - Work experience in teaching and mentoring: Delivered 84 hours of in-person practical sessions in Python and MATLAB. - Work experience in prototyping and pattern recognition: Developed QR code reading software for laparoscopic surgery, and used visual pattern recognition to control a humanoid robot (Robotics Center). I also created 3D reconstructions for metaverse applications, developed point cloud manipulation tools, and built a web platform for real-time 3D data visualization (Bell Labs).
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Experience (11 roles)
Data Science Instructor | Applied Statistics & Programming
CurrentUniversite de Lorraine · Contract
- Taught students at various levels and different departments: MSc. in Economics, NLP, Cognitive Sciences, and BSc. in Engineering - Delivered 84 hours of in-person practical sessions using Python and MATLAB - List of courses: Introduction to Data Science | Machine Learning, Probability, Statistics ...
PHD Student
CurrentCRAN - Research Centre for Automatic Control · Contract
- Proposed and led the development of a new (upcoming) open-source Python library for processing image-like data where each pixel carries a matrix (e.g. DTI covariance imaging, polarization, etc.) - Aimed to enable human understanding of complex matrix-valued images through fast, scalable, and struc...
Research Trainee
- Created 3D reconstructions of real-world scenarios to explore metaverse concepts and applications. - Developed tools for manipulating and transforming point clouds, improving efficiency and accuracy. - Built a web-based visualization platform for interactive (and real-time) exploration and analysi...
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Education (4)
Faculty of Engineering, University of Debrecen
2020 - 2022
Activities and societies: Mechatronical Engineering MSc Specialization in Cyber-Physical Systems and Computer Vision. "Training and Analysis of Hyperparameters in Neural Networks for Computer Vision Applications: A Didactic Approach."
Obuda University
2014 - 2015
Activities and societies: Antal Bejczy Center for Intelligent Robotics A part-time student at Óbuda University.
Universidade de Brasília
2012 - 2018
Activities and societies: Laboratory of Images, Signals, and Acoustics, Laboratory of Automation and Robotics. "Car license plate recognition using deep learning: analysis of the influence of synthetic data on the recognition process."
Skills (30)
Backend
Engineering Management
Security
Other
Publications (4)▼
Using Synthetic Images for Deep Learning Recognition Process on Automatic License Plate Recognition
Springer International Publishing · Jun 26, 2019
Training and analysis of hyperparameters in neural networks for computer vision applications: A didactic approach
2022 IEEE 20th Jubilee World Symposium on Applied Machine Intelligence and Informatics (SAMI) · Feb 3, 2022
Décomposition tensorielle de rang faible pour l’imagerie de Stokes polarimétrique
XXIXème Colloque Francophone de Traitement du Signal et des Images - GRETSI 2023 · Aug 1, 2023
Physically-constrained block-term tensor decomposition for polarimetric image recovery
ICASSP 2024 - IEEE International Conference on Acoustics, Speech and Signal Processing · Apr 14, 2024
Languages (3)▼
Honors & Awards (2)▼
Brazilian Mathematics Olympiad of Public Schools
Issued by Ministério da Ciência e Tecnologia · Aug 2005
Honorable mention 2005.
Brazilian Mathematics Olympiad of Public Schools
Aug 2006
Honorable mention 2006.
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