Title: Malware Classification in Port Executable Files

Dataset Creation The dataset was created and processed as outlined in the DATA_CREATION directory.

Raw Data: DATA_SET.csv Cleaned Data: Cleandata.csv

Implementation The core implementation is available in the Jupyter Notebook:

Implementation Code: Implementation_Code.ipynb This notebook includes:

Data loading and preprocessing Model architecture and training Evaluation metrics calculation

Evaluation Results The model was evaluated using different portions of the dataset to assess its performance under varying data availability.

Evaluation at 100% Data Results Directory: Evaluation_Results_100% Detailed Comparison: Comparison100%.txt

Evaluation at 50% Data Results Directory: Evaluation_Results_50% Detailed Comparison: Comparison50%.txt

Model Testing Testing procedures and scripts are provided in the TEST_MODEL directory. Follow the instructions to test the model on new data.

How to Run Clone the Repository git clone https://github.com/Caik99/Research.git