Here, I present some of the projects I did in the past (and which I am allowed to post on here). Some of them were part of the research papers I have worked on. Others I simply did for fun and to see how an implementation might work and look like.
Currently, you will find the following projects here:
| Folder | Description | Link | Paper |
|---|---|---|---|
| bio_algorithms | Implementation from scratch of an Ant Colony Organization Algorithm (ACO) and Genetic Algorithm (GA) in python. | Direct Link | - |
| classifier_outcome_comparison | Compares the impact of changes in the number of authors on classifier performance and feature importance. | Direct Link | Schubert (2021) |
| compas | Analysis the COMPAS dataset and how decisions during the design stage of the algorithm affect the prediction result and biases. | Direct Link | Not yet available. |
| online_experiment | Implementation of an between-subject A/B-testing behavioral experiment as an online version. | Direct Link | Albrecht & Schubert (2021) |
| recipe_analysis | I love playing with data and I love cooking. So I combine the two by analysing a version of the yummly dataset. | Direct Link | - |
| symbolic_regression | For one part of a research paper, I needed to reduce the number of clusters by finding commonalities. I did so using symbolic regression. | Direct Link | Not yet available. |
| time-series_clustering | The project focuses on clustering observational time-series data in a meanigful way. I use unspervised learning with Dynamic Time Warping (DTW) for the clustering appraoch. | Direct Link | Engel, Hausladen & Schubert (2021) |
| transformer_implementation | To better my understanding of transformer models in the area of NLP, I built a small translator using PyTorch | Direct Link | - |
| travel_with_ml | For this, I simply combined my passion for machine learning with my love for travelling and solved a TSP problem for a world trip. | Direct Link | - |
| twitter_preprocessing | I needed to do some extensive preprocessing for a project involving Twitter data. To this end, I implemented a preprocessing routine using multiprocessing | Direct Link | - |