Maurits Kaptein – Medium

Maurits Kaptein

The challenges of scaling edge AI solutions

Moving your edge AI solution out into the field rapidly, and managing the solution remotely, is undeniably a challenge. However, help is on…

Jul 18, 2023

The challenges of scaling edge AI solutions

Jul 18, 2023

Published in
Towards Data Science

Merging ONNX graphs

Join, Merge, Split, and concatenate ONNX graphs using sclblonnx.

Aug 19, 2021

Merging ONNX graphs

Aug 19, 2021

Emotion recognition on the Edge

How AI on the Edge (provided by Scailable) and LoRa (provided by KPN Things) jointly enable novel (I)IoT applications.

Jun 8, 2021

Emotion recognition on the Edge

Jun 8, 2021

Published in
Towards Data Science

Creating, editing, and merging ONNX pipelines.

Apr 29, 2021

Creating, editing, and merging ONNX pipelines.

Apr 29, 2021

Published in
Towards Data Science

ONNX for image processing from scratch?

ONNX is being used more and more to store complex DNNs; however, its use far extends the simple storing of fitted models. This tutorial…

Feb 8, 2021

ONNX for image processing from scratch?

Feb 8, 2021

Published in
Towards Data Science

Creating ONNX from scratch

ONNX provides an extremely flexible format to store AI/ML models and pipelines. To learn how, it's instructive to build an ONNX graph by…

Feb 5, 2021

Creating ONNX from scratch

Feb 5, 2021

The making of “Update AI/ML models OtA”.

Deploying trained AI models on edge devices might seem challenging. However, using minimal WebAssembly runtimes, and automatic conversion…

Jan 15, 2021

The making of “Update AI/ML models OtA”.

Jan 15, 2021

Published in
Towards Data Science

Silo surface maintenance using drones

How TensorFlow, ONNX, WebAssembly, and the Scailable platform team up to automatically detect and restore cracks in concrete surfaces.

Dec 7, 2020

Silo surface maintenance using drones

Dec 7, 2020

Published in
Towards Data Science

Bandits, WebAssembly, and IoT

An uncommon combination allows efficient sequential learning on the edge.

Nov 24, 2020

Bandits, WebAssembly, and IoT

Nov 24, 2020

Published in
Towards Data Science

Efficient reinforcement learning on the edge?

With orthogonal persistence we can implement sequential learning on Edge devices.

Nov 2, 2020

Efficient reinforcement learning on the edge?

Nov 2, 2020

Maurits Kaptein

Maurits Kaptein

I am professor at Tilburg University working on bandits, causality, and Bayesian inference with various applications. I also care about AI & ML deployment.

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