Three weeks, 15 days, a lecture and exercises every day. The three-week course takes place from 9:00-17:00 at the University IT and Data Center (Hochschulrechenzentrum HRZ). The course structure is 90 minutes of lecture 90 min exercises, followed by 4 hrs of programming under guidance from the tutors.
Members of the University of Bonn can register via ecampus.
Three weeks, 15 days, a lecture and exercises every day. The three-week course takes place from 9:00-17:00 at the University IT and Data Center (Hochschulrechenzentrum HRZ). The course structure is 90 minutes of lecture 90 min exercises, followed by 4 hrs of programming under guidance from the tutors.
Prerequisites: Programming in Python. If you are not yet familiar with python, please consult https://docs.python.org/3/tutorial/ before the first session.
- Day 1: Introduction
- Day 2: Optimization
- Day 3: Linear Algebra:
- Day 4: Statistics
- Day 5: Machine learning basics
- Day 6: Support vector machines
- Day 7: Decision trees and random forests:
- Day 8: Clustering and density estimation
- Day 9: Principal component analysis (PCA)
- Day 10: Introduction to the HPC Systems at Uni Bonn.
- Day 11: Fully connected networks:
- Day 12: Convolutional neural networks:
- Day 13: Segmentation and optimization for deep learning:
- Day 14: Interpretability:
- Day 15: Sequence models:
See you during the course,
Your lecturers, Elena and Moritz.
We thank the state of North Rhine-Westphalia and the Federal Ministry of Education and Research for supporting this project.
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