# NE_3D_CNN

**Repository Path**: hfutlc/NE_3D_CNN

## Basic Information

- **Project Name**: NE_3D_CNN
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-03-29
- **Last Updated**: 2021-03-29

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# NE_3D_CNN

The MATLAB framework to train and test the four layer CNN, for the manuscript

Lin, P. et al. Three-Dimensional Memristor Circuits as Complex Neural Networks.


# Contributions

Authors : Peng Lin

Advisors: 
Prof. Qiangfei Xia (Email: qxia at umass dot edu, Website: http://nano.ecs.umass.edu); Prof. J. Joshua Yang (Email: jjyang at umass dot edu, Website: http://www.ecs.umass.edu/ece/jjyang/); 

# SYSTEM REQUIREMENT

The codes have been tested on Mathworks Matlab R2017b - R2019b.
Any operating systems that are compatible with above MATLAB versions should be used.

# INSTALLATION GUIDE

Place all the files in the same folder and assign the folder as "the current folder" in MATLAB

# DEMO

The MNIST database is included in the respository.
The training results will be graphically displayed on screen promptly.

# INSTRUCTIONS

1. Run the script "ex_situ_cnn_training.m" to train the convolutional nerual network.
2. (Optional) run script "ex_situ_cnn_test.m" after the training to classfy images in MNIST test set.

# LICENSE

Copyright (c) 2020, 
Department of Electrical and Computer Engineering, University of Massachusetts Amherst
All rights reserved.
                      
LICENSE

The MIT License (MIT)

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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