Multi-layer Neural NetworksCovers the fundamentals of multi-layer neural networks and the training process of fully connected networks with hidden layers.
Learning of AssociationsDelves into associative memory, Hebbian learning, and hierarchical organization in neural networks.
Nonlinear Supervised LearningExplores the inductive bias of different nonlinear supervised learning methods and the challenges of hyper-parameter tuning.
Challenge of even bigger modelsExplores simulating large-scale neural network models and optimizing memory efficiency in neural simulations using NEURON and CoreNEURON.
