AI-based defense 

"With AI and machine learning we can do inference and pattern-based monitoring and alerting, but the real opportunity is the predictive restoration."
– Rob Stroud

As the AI becomes democratized, the attackers will also have access to tools and techniques to leverage AI for attacking the CIs. The defense mechanism for such attacks also needs to upgrade itself to use the power of data and computation to quickly build AI-based models in order to defend the CI and other applications.

As a general principle, the following diagram shows the stages of AI-based defense mechanisms against cyber security attacks: 

Figure 11.7 Stages ...

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