Deep learning has emerged as a powerful tool in the field of cybersecurity, offering innovative approaches to intrusion detection. Traditional methods often rely on pattern-matching techniques that can be easily bypassed by sophisticated attackers. In contrast, deep learning algorithms can learn complex patterns from large datasets of network traff