https://github.com/mostafaelaraby/numpy-mlp-mnist

an mlp model made using numpy for learning purposes on MNIST dataset
https://github.com/mostafaelaraby/numpy-mlp-mnist

convnet mlp mlp-classifier mlp-numpy-tutorial mlp-tutorial mnist-classification numpy-mlp

Last synced: about 2 months ago
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an mlp model made using numpy for learning purposes on MNIST dataset

• Host: GitHub
• URL: https://github.com/mostafaelaraby/numpy-mlp-mnist
• Owner: mostafaelaraby
• License: apache-2.0
• Created: 2019-02-18T01:27:15.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2019-02-18T01:38:31.000Z (over 6 years ago)
• Last Synced: 2025-02-12T09:27:45.811Z (8 months ago)
• Topics: convnet, mlp, mlp-classifier, mlp-numpy-tutorial, mlp-tutorial, mnist-classification, numpy-mlp
• Language: Jupyter Notebook
• Size: 2.12 MB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Numpy-MLP-MNIST

## Mnist MLP using Numpy

The aim of this notebook is to write forward and backward propagation using numpy to learn more about the gradients computation.

The notebook is well documented

## Mnist Convnet Pytorch

using the same Mnist dataset we create a simple convnet showing the difference between the MLP model performance and the convnet which is better

## TODO

- try to make a simple convnet using numpy

- adding momentum in the update step

- trying to implement other optimizers using numpy