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

*** Training started 2020-02-28 15:49:47 ***
    Layers        :   6
    Neurons       :   1154 (784x192x96x48x24x10)
    Batch size    :   100
    Epochs        :   5
       + Epoch 1
           Train error: 10.32 %
       + Epoch 2
           Train error: 6.27 %
       + Epoch 3
           Train error: 4.17 %
       + Epoch 4
           Train error: 4.02 %
       + Epoch 5
           Train error: 3.27 %
    Training time  :   15.0164 s
*** Training completed 2020-02-28 15:50:02 ***
Train error: 3.27 %
Test error: 3.92 %

Plots