UZH_EpiBiostat_MethodsSeminar_SS2020_DeepLearning

UZH Epi/Biostat Methods Seminar Spring 2020: Deep Learning

Linked to https://osf.io/962nv/.

Topics (links to slides):

L1: Introduction to Machine Learning: R/keras Part 1 (tensors, MNIST classification)

L2: Introduction to Machine Learning: R/keras Part 2 (scalar/vector regression, multilevel classification)

L3: Network Topologies + Practical Learning Strategies (feature engineering, overfitting, etc.)

L4: Advanced Topics 1 (variational autoencoders)

L5: Advanced Topics 2 (self-supervised learning)

L6: Advanced Topics 2 (interpretable ML)