🤖 Machine Learning

We use tensorflow as main library that we used to develop the CNN model. And used the another library as support the preprocessing the dataset.

Note

This Link for .h5 model, json-model, and datasets that where it uses : Link For Dataset,model.h5,and Converted model to JSON-MODEL

✍️ Requirements

The model for this project using python version 3.9.x and requires importing libraries with appropriate versions :

tensorflow==2.13.0
numpy==1.24.3
pandas==2.0.3
scikit-learn==1.2.0
scipy==1.10.1
tensorflowjs==4.12.0 -> This Require For Convert

Warning

Please use the followin versions, using different version may can make it error.

Detail Of Dataset

The following data set is used from Kaggle :

• First Dataset

• Second Dataset

  And it merge into a large Dataset :

First Dataset Detail

Second Dataset Detail

And After Merge it

🏗️ Model Architecture

Choosing this model Architecture, after create and evaluate the model by model layer created. The final model Architecture that used :

Train Model Chart Result

The Last Accuracy

Akurasi validasi: 95.55%

Note

Hope The Documentation can help understand the model.