https://github.com/filnow/nn-uam-23

repository for introduction to neural networks course at UAM 2023
https://github.com/filnow/nn-uam-23

dnn neural-networks nn pytorch

Last synced: about 1 month ago
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repository for introduction to neural networks course at UAM 2023

• Host: GitHub
• URL: https://github.com/filnow/nn-uam-23
• Owner: filnow
• License: mit
• Created: 2023-04-14T18:40:16.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2023-06-15T10:43:26.000Z (almost 3 years ago)
• Last Synced: 2025-05-08T22:59:17.137Z (about 1 year ago)
• Topics: dnn, neural-networks, nn, pytorch
• Language: Python
• Homepage:
• Size: 1.25 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# About

Repository for introduction to neural networks course at UAM 2023

# Implementation tasks

* Neuron model McCullocha-Pittsa for logic gates

* Deep neural network for logic gates with sigmoid activation

* Gradient descent algorithm from scratch for finding a minimum of two polynomial functions

* Gradient descent with PyTorch for finding a minimum of two polynomial functions

* Backpropagation with gradien descent for finding XOR values

* Backpropagation with stochastic gradien descent for finding XOR values

* Autoencoder for 3x3 black and white images with GD and BP

* Convolution and pooling from scratch for 5x5 black and white images

* Hopfield network 

* Boltzmann machine