Aim: Ā Ā Ā Ā Ā Ā Ā Ā This study aims to improve the accuracy of Ransomware Classification and Detection with Machine Learning Algorithms Ransomware Classification,
Ā Ā Ā Ā Ā To develop a real-time ransomware detection system using API call temporal intervals, enabling simulation and classification of ransomware behavior with a live interface.