artificial-neural-network

Multilayer Percepton implement mini-batch gradient descent that used backpropagation algorithm with sigmoid as activation function.

This repository is made by:

1. Lukas Kurnia J./13517006
2. Eginata Kasan/13517030
3. Vivianni/13517060
4. Rika Dewi/13517147

Installation

Make sure you have following software installed in your system

• python 3.7.3
• pandas
• numpy
• sklearn

Run on local

python main.py

Parameter

1. filename
   • default: iris
2. target
   • default: species
3. nHiddenLayer
   • default: 3
4. nNode
   • default: 10
5. batchsize
   • default: 30
6. errorTreshold
   • default: 0.3
7. maxIteration
   • default: 100
8. learningRate
   • default: 0.1
9. seed
   • default: 1742