LMU "Machine Learning" Tutorial Materials
University of Munich, Summer Semester 2018, Course Homepage
- Lecturer: Prof. Dr. Volker Tresp
- Assistant: Julian Busch, Christian Frey
- Tutor: Changkun Ou
Time: Tuesday, 2pm-4pm or 4pm-6pm.
Tutorial Sessions
- 2018.04.17 Week 1: Introduction to Python
- 2018.04.24 Week 2: Perceptron
- 2018.05.01 Week 3
- Canceled (Public Holiday)
- 2018.05.08 Week 4: ADALINE, SGD, Overfitting, Introduction to Tensorflow
- 2018.05.15 Week 5: Neural Networks Basics, CNNs, Simpson Classification (Introduction to Keras)
- 2018.05.22 Week 6
- Canceled (Public Holiday)
- 2018.05.29 Week 7: Manifold Learning, LLE, GANs and Simpson Classification (Tensorflow Implementation)
- 2018.06.05 Week 8: Autoencoder, Kernel Theory
- 2018.06.12 Week 9: Frequentist v.s. Bayesians
- 2018.06.19 Week 10: Dimensionality Reduction of PCA
- 2018.06.26 Week 11: Maximum A Posteriori Estimation & SVMs
- 2018.07.03 Week 12: Model Selection
- 2018.07.10 Week 13: Bayesian Networks
License
MIT & CC-BY 4.0 Copyright © 2018 Ou Changkun