Maurits Kaptein – Medium

Maurits Kaptein

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…

15 min readJul 18, 2023

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The challenges of scaling edge AI solutions

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Maurits Kaptein
in
Towards Data Science

Merging ONNX graphs

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

9 min readAug 19, 2021

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Merging ONNX graphs

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Maurits Kaptein

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.

7 min readJun 8, 2021

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Emotion recognition on the Edge

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Maurits Kaptein
in
Towards Data Science

Creating, editing, and merging ONNX pipelines.

5 min readApr 29, 2021

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Creating, editing, and merging ONNX pipelines.

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2

Maurits Kaptein
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…

8 min readFeb 8, 2021

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ONNX for image processing from scratch?

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Maurits Kaptein
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…

13 min readFeb 5, 2021

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Creating ONNX from scratch

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Maurits Kaptein

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…

5 min readJan 15, 2021

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

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Maurits Kaptein
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.

9 min readDec 7, 2020

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Silo surface maintenance using drones

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Maurits Kaptein
in
Towards Data Science

Bandits, WebAssembly, and IoT

An uncommon combination allows efficient sequential learning on the edge.

5 min readNov 24, 2020

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Bandits, WebAssembly, and IoT

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Maurits Kaptein
in
Towards Data Science

Efficient reinforcement learning on the edge?

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

5 min readNov 2, 2020

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Efficient reinforcement learning on the edge?

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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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