AI Algorithms Enhance Threat Detection and Reinforce Data Protection

Ai is growing with a colossal speed which can't be ignored because Ai operates in numerus business sectors the security of data becomes very important. In old days, the security of data was a concern of big businesses because of the amounts of sensitive information they possess, but now its everyone's interest to protect data. Protecting computer systems from malware is a critical cybersecurity priority for both individual users and businesses, as even a single attack can lead to data breaches and significant losses. The prevalence of severe losses and frequent attacks underscores the necessity for accurate and timely detection methods. Current static and dynamic detection approaches often fall short, particularly in addressing zero-day attacks. Therefore, employing machine learning techniques becomes essential. This paper examines the key aspects and challenges of machine learning-based malware detection, while also exploring feature representation and classification methods for reinforcing data protection.