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Building a neural network from scratch using python.

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__pycache__		__pycache__
layers		layers
.DS_Store		.DS_Store
README.md		README.md
loss.py		loss.py
main.py		main.py
mnist.py		mnist.py
mnist_flattened.py		mnist_flattened.py
mnist_tf.py		mnist_tf.py
network.py		network.py

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Building a neural network from scratch using python.

This was a weekend project where i built a basic neural network in python from scratch, using only numpy. It works great on the mnist dataset, both with a convolutional approach and by flattening.

Layers

Dense
Convolutional
Reshape
Logger

Loss functions

MeanSquaredError
CrossEntropy

Activation functions

Sigmoid
Tanh
Relu
Softmax