Basics Clustering for recognizing medical patterns: Gaussian Mixture Models explained 24. April 2024 Medical data often contains complex patterns that are difficult to recognize with the naked eye, but which can be of... read more
Basics Two Pruning Algorithms: MEP vs. PEP – one Goal, different Outcomes 28. February 2024 Recap: What is Decision Tree Pruning? Decision trees provide a practical and straightforward way to represent rules... read more
Basics Complex Decision Trees? How Pruning keeps the ML Tool organized 14. February 2024 Decision Trees are a highly popular tool in Machine Learning (ML). They represent a hierarchical, tree-like structure... read more
Basics GraphSAGE: Predicting user behavior with ML-based recommendation services 23. May 2023 “Like!”. Every day, we receive personalized recommendations for products or content—whether shopping on various... read more
Basics Automatic classification of a publication network using a Graph Attention Network 19. May 2023 In this blog post, we address two topics that have recently dominated the media: on the one hand, neural networks and... read more
Basics Graph Neural Networks: An introduction to the world of graph-based AI models 10. May 2023 Every day, whether at work, during sports, or online in social networks, we interact with other people within social... read more
Basics Linear discriminant analysis: A method for dimension reduction of classifiable data sets 19. April 2023 In recent decades, digitalization has gained increasing importance, transforming nearly all aspects of our lives. One... read more
Basics Principal component analysis – A method for dimension reduction on large amounts of data 12. April 2023 With the advancement of digitalization in our society, the volume of collected data has become enormously large. This... read more
