Machine Learning, Cyber Defense, Ai Technology, Cybersecurity Innovation, Threat Management.
containment and mitigation processes, reducing the time and resources needed for response. Additionally, ML systems aid in recovery operations by learning from past breaches to enhance future responses. Figure 3: ML-Driven Response and Recovery Processes 4) Active Defense: ML facilitates advanced