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cpu-neural-network's Introduction

cpu-neural-network

Simple neural network written in C#, .NET 7. Program uses a dataset from here. Image file should be extracted as data/images, and label file should be extracted as data/labels.

Building

# verify that .NET is on the path
dotnet --info

# build
CONFIG=Release
dotnet build -c $CONFIG

# run
dotnet NeuralNetwork/bin/$CONFIG/net7.0/NeuralNetwork.dll ...

Usage

Basic usage:
    dotnet NeuralNetwork.dll [options] [data-file]

Options:
    --train
        Train the network
    
    --break-threshold <threshold>
        Stop training when the average absolute cost of a batch falls under <threshold>. Do not specify to train indefinitely.

Arguments:
    data-file:
        The JSON file to save/load weight and bias data from

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