Portfolio – Fabian Rosenthal

Recreating a temperature deviation chart for Wuppertal

2024 will most likely be the first year to exceed 1.5°C above the pre-industrial average. To get a better understanding of the local temperature development, I decided to…

Predicting bicycle traffic with a REST API using real-time weather data

This post extends the project on modelling bicycle traffic in Cologne. We will host a REST API with our trained models to allow real-time predictions by querying the…

Forecasting Bicycle Traffic in Cologne

A reliable forecast of the bicycle traffic is an important indicator for planning and optimizing the infrastructure of a city. In this post, I will predict the bicycle…

Uncertainty quantification for cross-validation (Master Thesis Write-up)

Cross-validation is a popular method to estimate the generalization performance of a machine learning model or algorithm. It also has its place in ML benchmarking…

Flexible cross validation and machine learning for regression on tabular data

flexcv is a Python package that implements flexible cross validation and machine learning for tabular data. It provides a range of features for comparing machine learning…

Soundscape Visualization App - Explore participants in a diverse dataset!

Visualizing abstract data helps get an intuitive feel for the raw data that sometimes goes beyond summary statistics. In this post, I show how to visualize the Düsseldorf…

Mixed-illuminant whitebalance with GridNet

In this project I worked on benchmarking a Deep Learning approach to mixed-illuminant whitebalance in comparison with analytical methods based on images from a polarization…