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AI and ML: Revolutionising Network Monitoring and Security
Open Source For You
|May 2025
With the rise in cyber threats and the complexity of managing large-scale networks, traditional methods of network monitoring and security have become inadequate. Enter artificial intelligence and machine learning, which are revolutionising the way we monitor networks and counter cyber threats.
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In the age of digital transformation, businesses rely heavily on their networks for day-to-day operations. As organisations grow, so do the complexities of their networks and the risks of cyber threats. The good news is that artificial intelligence (AI) and machine learning (ML) are changing the way we approach network monitoring and security, providing powerful tools that can predict, detect, and mitigate network issues and threats with unprecedented speed and efficiency.
Understanding Al and ML in network monitoring
Network monitoring ensures the seamless operation of networks by tracking their performance, availability, and health. AI and ML are making this process much smarter and proactive. Here's how.
Predictive network maintenance:
AI and ML algorithms can analyse vast amounts of historical data to predict potential issues in a network before they occur. By monitoring traffic patterns, network device performance, and bandwidth usage, these systems can detect trends that may indicate future problems, such as network congestion or hardware failure. Predictive maintenance reduces downtime and allows for proactive repairs, minimising the risk of service interruptions.
Anomaly detection:
AI and ML algorithms excel at detecting anomalies in network traffic. Traditional methods of network monitoring often require manual rule-setting and are limited to known patterns. In contrast, AI systems can learn the typical behaviour of a network and automatically identify outliers or unusual activity. For example, a sudden surge in data traffic or an abnormal connection attempt can trigger an alert, prompting investigation before it turns into a serious issue.
Automated troubleshooting and incident response:
This story is from the May 2025 edition of Open Source For You.
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