In addition to our lectures on Machine Learning for Graphs and Sequential Data (MLGS), students can apply their skills and work on large-scale data and problems in our Machine Learning Lab Course (Master-Praktikum). We regularly collaborate with industry partners to provide students the opportunity to develop algorithms to solve real-world problems on real-world data and to connect with the industry partners. Students are given access to cutting-edge GPU computing resources to facilitate their work on large-scale datasets. The objective of this lab course is to develop data mining/machine learning algorithms specifically handling large real-world datasets. Besides focusing on existing principles, the participants also design and realize novel analysis techniques.