Tim de Boer – Medium

Published in Analytics Vidhya

·Pinned

Implementing Backprogation with Plain Python Lists: It’s simple!

Sources: I learned this material with these exercises with the Deep Learning course at the Vrije Universiteit in Amsterdam. Check https://dlvu.github.io/ and the YT-channel of the course for the course material. Although in these days a lot of high-level frameworks exist for deep learning, understanding the basics is still really…

Deep Learning

5 min read

How to Implement Backprogation in Plain Python without NumPy!

Published in Building a bedroom BCI

·Sep 10, 2021

Real-Time Motor Imagery Predictions with a Bedroom BCI System

A first journey into DIY Brain Computer Interfaces, part 5 — Disclaimer: This series of blog posts is written to make myself aware of the details and concepts in the field of BCIs and neuroscience, as I go through my very first own BCI project. Right now, I really have no idea how this project will turn out. Therefore, note that…

Brain Computer Interface

7 min read

Real-Time Motor Imagery Predictions with a Bedroom BCI System

Published in Building a bedroom BCI

·Sep 6, 2021

Experimenting with Machine Learning for EEG data

A first journey into DIY Brain Computer Interfaces, part 4 — Disclaimer: This series of blog posts is written to make myself aware of the details and concepts in the field of BCIs and neuroscience, as I go through my very first own BCI project. Right now, I really have no idea how this project will turn out. Therefore, note that…

Brain Computer Interface

6 min read

Experimenting with Machine Learning for EEG data

Published in Building a bedroom BCI

·Sep 3, 2021

Pre-Processing of Muse 2 EEG Data

A first journey into DIY Brain Computer Interfaces, part 3 — Disclaimer: This series of blog posts is written to make myself aware of the details and concepts in the field of BCIs and neuroscience, as I go through my very first own BCI project. Right now, I really have no idea how this project will turn out. Therefore, note that…

Brain Computer Interface

8 min read

Published in Building a bedroom BCI

·Aug 30, 2021

Collecting Brain Signal Data Using The Muse 2 EEG Headset

A first journey in DIY brain computer interfaces, part 2 — Disclaimer: This series of blog posts is written to make myself aware of the details and concepts in the field of BCIs and neuroscience, as I go through my very first own BCI project. Right now, I really have no idea how this project will turn out. Therefore, note that…

Brain Computer Interface

9 min read

Collecting Brain Signal Data Using The Muse 2 EEG Headset

Published in Building a bedroom BCI

·Aug 27, 2021

Why, What and How to Start Your Own Brain Computer Interface Project

A first journey in DIY brain computer interfaces, part 1 — Imagine paralyzed patients typing text messages using only your thoughts. Imagine people moving their hands again after a spinal cord injury, using only their thoughts connected to a robotic arm. Imagine people walking again, using their thoughts to command an exoskeleton. Stop imagining. …

Brain Computer Interface

9 min read

Published in Introduction To Knowlegde Representation

·Oct 20, 2020

Essence of Bayesian Networks

In the third and last part of the introduction to Knowledge Representation we will try to unveil a tip of the iceberg of the broad and amazing field of Bayesian Reasoning, Inference and Networks. Let’s head in. Disclaimer: The series of blog posts Introduction to Knowledge Representation follows the contents…

Bayesian Networks

11 min read

Published in Introduction To Knowlegde Representation

·Oct 19, 2020

Essence of Ontology Reasoning

In the second blog post in the series, we will discuss reasoning with ontologies, which have big real-world applications such as healthcare with the ontology database SNOMED and the semantic web ontology database OWL. You’ll learn about description logic, Aboxes, Tboxes and tableaux calculus. Let’s start! Disclaimer: The series of…

Ontology

8 min read

Published in Introduction To Knowlegde Representation

·Oct 18, 2020

Essence of SAT-solving

In this first part of the series on Knowledge Representation (KR), we will dive into one of the well-studied fields of KR: Boolean Satisfiability Checking, in short written as SAT-checking or also called SAT-solving. The idea of SAT-checking is to translate a real world problem into a question which contains…

Sat Problems

10 min read

Oct 4, 2020

Idea For Predicting Soccer Goals Using GPS Data And Deep Learning

Recently, I started learning about Deep Learning via the fast.ai Deep Learning For Coders course taught by Jeremy Howard. Numerous of applications have been developed with the help of deep learning, with one of the most prominent field the image classification, detection and recognition. A deep learning model is able to detect…

Soccer

2 min read