olcaneristi / Glass-Classification-ML

My first ML project with Python. I developed a machine learning model that predicts glass type classification.

Welcome!

My first ML project with Python. I classified different types of glass using Random Forest, MLP and Decision Tree methods. I found the best variables with the Feature Selection, and optimized the parameters with the GridSearchCV method. I combined three modeling methods with the Voting Classifier and completed my machine learning project.

I shared the data set with the code. You can use it as you wish.

Attributes (columns):

• Rl: Refractive Index
• Na: Sodium
• Mg: Magnesium
• Al: Aluminum
• Si: Silicon
• K: Potassium
• Ca: Calcium
• Ba: Barium
• Fe: Iron
• Type Of Glass: (Target)

The target label, Type of Glass has 6 classes:

• (1) build wind float
• (2) build wind non-float
• (3) vehic wind float
• (5) containers
• (6) tableware
• (7) headlamps