About
ⓘ Site under construction
I am an embedded machine learning specialist and full-stack developer. I am interested in the latest advances in machine learning, cloud infrastructure, and information security. I enjoy working with startups and companies where rapid innovation is paramount.
With a background in infrastructure and full-stack development, I previously architected AWS-based infrastructures tailored for high-demand and business-critical applications.
I studied Computer Science at Utrecht University from 2007 to 2016.
Publications
Edge Impulse: An MLOps Platform for Tiny Machine Learning
Edge Impulse is a cloud-based machine learning operations (MLOps) platform for developing embedded and edge ML (TinyML) systems that can be deployed to a wide range of hardware targets. Current TinyML workflows are plagued by fragmented software stacks and heterogeneous deployment hardware, making ML model optimizations difficult and unportable. We present Edge Impulse, a practical MLOps platform for developing TinyML systems at scale…
Presentations
AI Tech Talk from Edge Impulse: EON Tuner: AutoML for real-world embedded devices
Finding the best ML model for analyzing sensor data is not easy. What pre-processing steps yield the best results? What signal processing parameters should you pick? This is even more true when the resulting model needs to run on a microcontroller where you have latency, memory and power constraints…
Blog
Autonomous Embedded Driving Using Computer Vision
Utilize Edge Impulse’s machine vision technology to create an autonomous driving vehicle using the OpenMV platform and a small, efficient neural network model.
Collaborate
I’d love to hear about projects or companies where I can add value. You can contact me at mathijs@mathijsbaaijens.nl