Unit 4: Artificial Neural Networks

Unit 4 Overview

Duration: 8 Lecture Hours

Topics

TopicDescription
4.1 ANN FundamentalsPerceptrons, Multilayer Networks, Backpropagation
4.2 Advanced Neural NetworksError Functions, RNNs, CNNs

Learning Outcomes

  • Understand biological inspiration for neural networks
  • Implement perceptron and multilayer networks
  • Apply backpropagation algorithm for training
  • Understand CNN and RNN architecture and applications

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