/Easy-MNIST-recognition

Implement inf tensorflow/ MNIST 0~4/ Easy Deep neural network

Primary LanguageJupyter Notebook

Easy-MNIST-recognition

Implement in tensorflow/ MNIST 0~4/ Easy Deep neural network

Needed packages

  • tensorflow
  • numpy

MNIST 0~4

  • This repository is a practicing project on tensorflow
  • Training on MNIST but only on digits 0 to 4
  • softmax output layer with five neurons

Model architecture & Implement details

  • only 5 hidden layers of 128 neurons.
  • ELU activation function is used in each layers.
  • Adam optimizer

Sub-functions

  • we've simply write 3 types of functions for evaluation
    • accuracy function
    • mAP function
    • recall function `