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In today's world, cybersecurity is critical in the field of information technology. With the rise of cyber-attacks, including ransomware attacks, protecting user data has become a top priority. Despite the various strategies employed by governments and companies to counteract cybercrime, ransomware continues to be a major concern. Therefore, there is a need to detect and obfuscate viruses in a better way. This immutable impact on the target is what recognizes ransomware attacks from traditional malware. Ransomware attacks are expected to become more problematic in the future. Attackers might use new encryption methods or obfuscation techniques to make ransomware detection and analysis a difficult job. To protect against such attacks, organizations and users employ various tools, guidelines, security guards, and best practices. However, despite these efforts, cyber-attacks have increased exponentially in …