项目作者: real-tintin

项目描述 :
MATLAB AI tool for creation, training and testing of Neural Networks.
高级语言: MATLAB
项目地址: git://github.com/real-tintin/matai.git
创建时间: 2020-02-28T09:21:43Z
项目社区:https://github.com/real-tintin/matai

开源协议:

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matai

MATLAB AI tool for creation, training and testing of Neural Networks. Useful as a learning platform for the concepts of Artificial Neural Networks.

Prerequisites

  • MATLAB (>= R2014b)

Getting Started

Just run and start modify the example scripts MainANN_SimpleData.m and MainANN_MNISTData.m. A lot of customization regarding design and tuning of the network exist, see the example scripts for all available features.

Analysis

Console

  1. *** Training started 2020-02-28 15:49:47 ***
  2. Layers : 6
  3. Neurons : 1154 (784x192x96x48x24x10)
  4. Batch size : 100
  5. Epochs : 5
  6. + Epoch 1
  7. Train error: 10.32 %
  8. + Epoch 2
  9. Train error: 6.27 %
  10. + Epoch 3
  11. Train error: 4.17 %
  12. + Epoch 4
  13. Train error: 4.02 %
  14. + Epoch 5
  15. Train error: 3.27 %
  16. Training time : 15.0164 s
  17. *** Training completed 2020-02-28 15:50:02 ***
  18. Train error: 3.27 %
  19. Test error: 3.92 %

Plots