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NeuralNetworksFromScratch-MNIST

NumPy-based neural network built from scratch (following Sentdex’s Neural Networks from Scratch book), trained on the MNIST dataset with 97.5% accuracy.


Files Overview

  • neuralNetworks.py — main classes and core neural network implementation
  • Mnist_training.py — training code; generates a mnist.model file (already included in the repo)
  • Mnist_test.py — testing script for evaluating the trained model

Dataset

Download the MNIST training and test data in JSON format here: https://github.com/lorenmh/mnist_handwritten_json


Credits

Based on Sentdex’s Neural Networks from Scratch book https://nnfs.io/


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NumPy-based neural network from scratch (following Sentdex’s NNFS book), trained on MNIST with 97.5% accuracy.

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