Neural-Network-From-Scratch-python

The code is really messy, any help is welcome

1 . Handwritten Digits

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ideas to how to improve this neural network

to make this neural network more accurate you can try to train the neural network in terms of epochs, and shuffle the training data after each epoch training is finish. and also maybe implementing the softmax can help, maybe also you can try to tweak the learning rate, to see different result : for more ressources: https://www.youtube.com/watch?v=XJ7HLz9VYz0&list=PLRqwX-V7Uu6aCibgK1PTWWu9by6XFdCfh

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controls

"s" or "space" : to test or run the model after drawing the digits
"escape" : to quit the program

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To increase the accuracy of your model you can increase the number of training data array

you gonna also need to delete the current trainedmodel file if you decide to train it by yourself and remove the comment on this lines

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2 . Perceptron and XOR multiperceptron

checkout my youtube channel for support: https://www.youtube.com/c/Auctux

Enjoy