Digital forensics plays a pivotal role in investigating incidents and crimes involving digital data, leveraging technological footprints left by users in cyberspace. With the exponential growth in data volumes, traditional forensic techniques often fall short, necessitating the integration of machine learning (ML) to enhance efficiency and accuracy. This paper explores the ...