Dimensionality Reduction with Random Projections
Large amounts of data can be challenging for many reasons. Today, I will present an algorithm that can be used to reduce the size of a data set: Random Projections.
Advanced forms with Alpine.js
Visualise validation errors in your backend for input elements with Alpine.js and improve the user experience of your forms. Read more in this article.
Unlocking the Power of T5: The Versatile Language Model for Text-to-Text Tasks
T5 is a powerful language model capable of performing a wide range of text-to-text tasks, including text classification, language translation or text summarization. The aim of this post is to introduce this pretrained transformer to the reader.
Working with the Arc Browser
The Arc Browser brings a breath of fresh air to the browser market and at the same time offers interesting features that could have a lasting impact on the way we browse the Internet. Read more in this article.
Classical optimization using Optuna
Optimizing a (complex) function can be a difficult task. Here I present a library which I use and which I think is a good way to solve such tasks. In addition, I will show corresponding tasks and an implementation of a comparatively simple optimization task as a usage example.
Ethics and Bias in Machine Learning
As in many other areas, ethical issues are necessary for the safe and fair use of various products. In this article, we will look at ethical issues related to machine learning.
Robust clustering using k-Means
To identify similar groups in unknown data and reduce complexity, clustering can be used. Here we describe the k-means algorithm that can be used for clustering.
Dynamic imports with Alpine.js
Find out how you can implement dynamic imports with Alpine.js to speed up your website and optimize the user experience.
Astro - An introduction to your next project
Learn how to use Astro as a flexible base for your next project in this article that takes you from setup to deployment.
One year of Aggregata: A review and outlook
In October 2022 we published our first article and in October 2023 we will not only review one year of Aggregata but also give an outlook on future projects.
"How does A.I. learn?" - Impressions from our first seminar
Understanding Artificial Intelligence - In our latest article we give an insight into our first seminar and our experienc
On-Policy vs Off-Policy: What's the Difference?
The purpose of this article is to introduce the reader to the basic topic of reinforcement learning. The introduction concretizes important terms and basic concepts used there.