Repository for introduction to neural networks course at UAM 2023

• 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