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I add the softmax in outputlayer.py in my code,
and adjust the learning rate in LeNet_train.py.
After these changes, LeNet can reach 0.94 accuracy rate in one epoch.
Link : https://github.com/HiCraigChen/LeNet/tree/master/LeNet
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