Tim de Boer – Medium

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Tim de Boer
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Towards Data Science

I Built A Brain Computer Interface To Play Space Invaders Using Thoughts

And I will explain you how, including code examples in Python

15 min readSep 13, 2022

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I Built A Brain Computer Interface To Play Space Invaders Using Thoughts

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Tim de Boer
in
Towards Data Science

Convolutional Neural Networks for EEG Brain-Computer Interfaces

With code examples in PyTorch and TensorFlow

11 min readSep 13, 2022

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Convolutional Neural Networks for EEG Brain-Computer Interfaces

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Tim de Boer
in
Dev Genius

Practical statistics in R

An overview with ready-to-use code!

11 min readAug 12, 2022

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Practical statistics in R

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Tim de Boer
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Analytics Vidhya

How to Implement Backprogation in Plain Python without NumPy!

Although in these days a lot of high-level frameworks exist for deep learning, understanding the basics is still really important for…

5 min readJan 2, 2021

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How to Implement Backprogation in Plain Python without NumPy!

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Tim de Boer
in
A Beginner’s Guide to Brain-Computer Interfaces

Building My First Bedroom-BCI: 4 Mistakes I Made

And how I solved them during my second try — A Beginner’s Guide to Brain-Computer Interfaces (part 11)

4 min readDec 12, 2022

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Building My First Bedroom-BCI: 4 Mistakes I Made

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Tim de Boer
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A Beginner’s Guide to Brain-Computer Interfaces

Effective Machine Learning for EEG BCIs

Explaining Common Spatial Patterns and Riemannian Geometry — A Beginner’s Guide to Brain-Computer Interfaces (part 9)

5 min readSep 7, 2022

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Effective Machine Learning for EEG BCIs

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Tim de Boer
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A Beginner’s Guide to Brain-Computer Interfaces

Feature Engineering For Brain-Computer Interfaces With Code Examples

Forget Time, Think Frequency! A Beginner’s Guide to Brain-Computer Interfaces (part 8)

4 min readSep 6, 2022

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Feature Engineering For Brain-Computer Interfaces With Code Examples

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Tim de Boer
in
A Beginner’s Guide to Brain-Computer Interfaces

An Overview Of Outlier Detection Algorithms In EEG Data With Code Examples

A Beginner’s Guide to Brain-Computer Interfaces (part 7)

5 min readSep 5, 2022

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An Overview Of Outlier Detection Algorithms In EEG Data With Code Examples

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Tim de Boer
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A Beginner’s Guide to Brain-Computer Interfaces

Improving Preprocessing Of EEG Data In One Line Of Code With CAR

A Beginner’s Guide to Brain-Computer Interfaces (part 6)

4 min readAug 29, 2022

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Improving Preprocessing Of EEG Data In One Line Of Code With CAR

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Tim de Boer
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A Beginner’s Guide to Brain-Computer Interfaces

How To Easily Find Online EEG Datasets Using MOABB

A Beginner’s Guide to Brain-Computer Interfaces (part 5)

3 min readAug 22, 2022

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How To Easily Find Online EEG Datasets Using MOABB

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Tim de Boer

Tim de Boer

Master graduate AI @VU Amsterdam. Currently learning and writing about building brain-computer interfaces. Support me: https://timdb877.medium.com/membership

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