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Lecture Notes: Neural Network Architectures

Machine Learning 2023-04-19 v2 Optimization and Control

Abstract

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.

Keywords

Cite

@article{arxiv.2304.05133,
  title  = {Lecture Notes: Neural Network Architectures},
  author = {Evelyn Herberg},
  journal= {arXiv preprint arXiv:2304.05133},
  year   = {2023}
}

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added more references

R2 v1 2026-06-28T09:59:23.958Z