Paper ID: 2304.05133

Lecture Notes: Neural Network Architectures

Evelyn Herberg

These lecture notes provide an overview of Neural Network architectures from a mathematical point of view. Especially, Machine Learning with Neural Networks is seen as an optimization problem. Covered are an introduction to Neural Networks and the following architectures: Feedforward Neural Network, Convolutional Neural Network, ResNet, and Recurrent Neural Network.

Submitted: Apr 11, 2023