Instruction detection systems (IDSs) can help organizations monitor networks or systems for malicious activity or policy violations and alert them when such activity is discovered. In this course, you will explore the key roles artificial intelligence (AI) plays in cybersecurity, including prediction, detection, and response. Then you will discover key differences between intrusion detection systems, vulnerability management systems, behavioral analytics, and security auditing systems. Next, you will investigate intrusion detection system types like network intrusion, network node, host intrusion, protocol-based, and application protocol-based intrusion detection systems. Examine intrusion detection system methods, such as signature-based intrusion, anomaly-based, and hybrid intrusion detection, and take a look at AI-based intrusion detection benefits and challenges. Finally, focus on how AI can detect and prevent security threats, and dig into possible future trends related to security threats.
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Syllabus
- discover the key concepts covered in this course
- describe the three key roles AI plays in cybersecurity: prediction, detection, and response
- differentiate between intrusion detection systems, vulnerability management systems, behavioral analytics, and security auditing systems
- provide an overview of IDSs
- differentiate between intrusion detection systems, including network intrusion, network node, host intrusion, protocol-based, and application protocol-based intrusion detection systems
- describe intrusion detection system methods, including signature-based intrusion, anomaly-based, and hybrid intrusion detection
- list the benefits of AI-based intrusion detection
- identify challenges of AI-based intrusion detection
- use an AI model to identify a potential intrusion attempt
- describe how AI can detect and prevent security threats
- provide an overview of how AI can detect and prevent threats and data breaches
- use AI to identify malicious files
- outline concerns and possible future trends as they relate to security threats
- describe how to leverage AI in security testing and provide examples of popular testing use cases
- summarize the key concepts covered in this course