From the course: XAI and Interpretability in Cybersecurity

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XAI course recap and key takeaways

XAI course recap and key takeaways

From the course: XAI and Interpretability in Cybersecurity

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XAI course recap and key takeaways

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- [Stephanie] Welcome to the recap of the XAI and Interpretability in Cybersecurity course. Let's review the key concepts we have learned and summarize the crucial points about XAI in the context of cybersecurity. So we began by exploring the significance of XAI in cybersecurity and its brief history. XAI is crucial for building trust, improving decision-making, and ensuring accountability in AI-driven security systems. We also covered the two main categories of XAI techniques, which are model-agnostic methods, including LIME and SHAP, and also model-specific techniques. We also had hand-on sessions applying LIME and SHAP to cybersecurity scenarios, giving you practical experience with these tools. We explored how XAI can be integrated into established cybersecurity frameworks, such as the NIST Cybersecurity Framework, the ISO 27001, and how we can enhance operation security with XAI. We delved into the role of AI and XAI in threat identification. We looked at the AI's role in…

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