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https://github.com/chengluyu/naive-digit-recognition

My naïve implementation of a neural network of MNIST dataset.
https://github.com/chengluyu/naive-digit-recognition

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My naïve implementation of a neural network of MNIST dataset.

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Naïve Digit Recognition
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The project consists of two parts: basic task and advanced task.
Basic task is a MNIST digit classifer implemented in neural network.
And the advanced task is a handwriting digits recognizer.

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Basic Task
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Method: CNN

Accuracy: 99%

Model:

|cnn-model|

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Advanced Task
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The advanced task is aiming to recognize hand-writing digits in photos.
The whole process is divided into many stages, each of which is responsible for a sigle task.

Result:

|exp-result|

Since all of those digits are written by my self, which is totally different from the style of MNIST.
Plus some error in neural network. It only reaches 95% accuracy.

.. |cnn-model| image:: model.png
.. |exp-result| image:: result.png