Repository for introduction to neural networks course at UAM 2023
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Neuron model McCullocha-Pittsa for logic gates
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Deep neural network for logic gates with sigmoid activation
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Gradient descent algorithm from scratch for finding a minimum of two polynomial functions
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Gradient descent with PyTorch for finding a minimum of two polynomial functions
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Backpropagation with gradien descent for finding XOR values
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Backpropagation with stochastic gradien descent for finding XOR values
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Autoencoder for 3x3 black and white images with GD and BP
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Convolution and pooling from scratch for 5x5 black and white images
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Hopfield network
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Boltzmann machine