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This Repo has deep learning classifiers to recognize MNIST Digits from 0 to 9

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MNIST-Digit-Recognizer

This Repo has deep learning classifiers to recognize MNIST Digits from 0 to 9.

NOTEBOOK 1

Visualizing_MNIST.ipynb

It is a notebook that plots MNIST dataset that has 784 pixels and 42000 datapoints in 2 Dimensions using PCA. I have used PCA to squash 784 features into 330 features that retains 99% of the variance.

2D PLOT

NOTEBOOK 2

mnist-digit-recognition-using-cnn-0-99-accuracy.ipynb

It is a CNN classifier that predicts the digits with 99% accuracy.

prediction

Training Loss vs Validation Loss

losses

CNN Architecture

cnn

My Kaggle Notebook - https://www.kaggle.com/shweta2407/mnist-digit-recognition-using-cnn-0-99-accuracy

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This Repo has deep learning classifiers to recognize MNIST Digits from 0 to 9

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