mnist

command
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Published: Jul 3, 2021 License: Apache-2.0 Imports: 8 Imported by: 0

README

Linear Regression, NN, and CNN on MNIST dataset

Open In Colab

MNIST

  • MNIST files can be obtained from this source and put in data/mnist from root folder of this project.

  • Load MNIST data using helper function at vision sub-package

Linear Regression

  • Run with go clean -cache -testcache && go run . -model="linear"

  • Accuracy should be about 91.68%.

Neural Network (NN)

  • Run with go clean -cache -testcache && go run . -model="nn"

  • Accuracy should be about 94%.

Convolutional Neural Network (CNN)

  • Run with go clean -cache -testcache && go run . -model="cnn"

  • Accuracy should be about 99.3%.

Documentation

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