About Afonso
French
Native or bilingual
Portuguese
Native or bilingual
English
Fluent
Experience
- DiesimoEmbedded AI Engineering ConsultantDIGITAL AND ITJanuary 2023 - Today (3 years and 5 months)Paris, FranceMissions :
- Client (anonymous): Design and deployment of AI models on embedded systems (MCU, RPi, Jetson Nano) reducing latency and memory size by 4, with production of Cloud-Edge performance benchmarks.
- Technologies: Python, C/C++, PyTorch, ONNX, LiteRT, quantization, acoustics, smart building.
Ongoing open-source project:- Creator of Diesimo-Lab: an open-source laboratory dedicated to frugal AI (datasets, models, and industrial benchmarks)
- Edge-series: a multimodal suite of 100+ industrial use cases for Edge AI.
- TinyQ: an open-source PyTorch quantization module that can compress models by up to 75%.
- T&S EngineeringEmbedded Software Engineering ConsultantSeptember 2019 - November 2022 (3 years and 2 months)Paris, FranceDevelopment of a posture detection system for a smart seat (Faurecia). Integration and deployment of Machine Learning models on Raspberry Pi with Onnxruntime. Project adopted by automotive manufacturers in Europe and Asia. Development on embedded microcontrollers for agricultural vehicles (AGCO).
- ValeoSoftware EngineerSeptember 2015 - September 2018 (3 years)Cergy, FranceDevelopment of low-level software for electric and hybrid vehicles on Autosar architecture.
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Education
- Engineering in Electronics & Industrial ComputingENSEA2019
Certifications
- Self-Driving Car SpecializationUniversity of Toronto (Coursera)2023
- Data Science Professional CertificateIBM (Coursera)2022