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README.md

README.md

 
 

activation_layer.py

activation_layer.py

 
 

activations.py

activations.py

 
 

conv_layer.py

conv_layer.py

 
 

example_conv.py

example_conv.py

 
 

example_mnist_conv.py

example_mnist_conv.py

 
 

example_mnist_fc.py

example_mnist_fc.py

 
 

example_xor.py

example_xor.py

 
 

fc_layer.py

fc_layer.py

 
 

flatten_layer.py

flatten_layer.py

 
 

layer.py

layer.py

 
 

losses.py

losses.py

 
 

network.py

network.py

 
 

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Mathematics of Neural Network

This code is part of my post on medium.

It shows how to create a neural network from scratch in Python, going all the way from the mathamatics to the code.

Run it

python example_xor.py
python example_conv.py
python example_mnist.py

About

This code is part of my post on Medium.

medium.com/@omaraflak/math-neural-network-from-scratch-in-python-d6da9f29ce65

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machine-learning medium neural-network backpropagation from-scratch medium-article

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