Reupload project from 2018 : This project was recovered so don't take commits into accounts

🤖 IrisData-Self-Organized-Map 🧠

Machine Learning

Overview

This project is a GUI application made with FXML, it allow the user to visualize and predict iris datas using a Self-Organizing Map (SOM) and the famous iris.data dataset as learning base.

The app learn and categorize iris datas using the file datas/iris.data and show you a kohonen map of neurons ( gray square neurons are dead ones )

Then you can use the datas/iris_to_predict.data to try the prediction ( or create your own {whatever_iris}.data )

Features

1 - Play with learning variables on fly by modifying the following file settings/app_settings.json you can for example modify number of learning_phases or the learning_rate, Rerun the learning phase to take your modification into account

2 - Modify neuron categorizing colors on fly by modifying the following file settings/app_settings.json you can play with iris-setosa-color iris-versicolor-color or iris-virginica-color, Rerun the learning phase to take your modification into account

3 - Predict iris datas you can load a non-labeled .data file like the one used for example in datas/iris_to_predict.data then ask the program to predict the iris type for each vector in the file

Run it

The github file provide a file named IrisData-SOM-1.0-SNAPSHOT.jar you can run it with the java command here : java --module-path $PATH_TO_FX --add-modules javafx.controls,javafx.fxml -jar IrisData-SOM-1.0-SNAPSHOT.jar

BUT the prefered way is to use maven (mvn) and just do at the root project folder mvn javafx:run

Build the project

If you want to build the project you can follow the steps below :

• If you just want to build an exported jar install maven ( mvn ) and run mvn clean package at the root project folder and skip the step belows !
• Ensure you have Java installed ( used version for this rebuilt is java coretto-11 )
• Download IntelliJ IDEA Community
• Open the project using IntelliJ
• Make a run config using IrisDataSomApplication as main class and set java version to java coretto-11
• Then you just have to press build for building the project or run to run it

Note : Build with Java 11 and based on FXML 17.0.6