AI for Cybersecurity Operations
Learn how AI-powered security tools actually work, where they fail, and how to deploy them responsibly — from threat detection and SOC automation to defending against adversarial AI and building governance frameworks.
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Episode 0: AI for Cybersecurity- Introduction
Meet the team deploying AI security tools after a breach, and learn what "AI-powered" really means beyond vendor marketing.
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Episode 1: Foundations of AI in Cybersecurity
Understand how machine learning, behavioral analytics, and anomaly detection actually work inside your SIEM, EDR, and UEBA tools.
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Episode 2: AI-Powered Threat Detection and Monitoring
Learn how AI builds behavioral baselines to catch threats that rules miss, and how to manage false positives that overwhelm your SOC.
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Episode 3: Automation, Response, and the AI-Augmented SOC
Decide what to automate in incident response, design human-in-the-loop safeguards, and measure whether AI is actually improving your SOC.
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Episode 4: Adversarial AI and Emerging Threats
Recognize how attackers use AI-generated phishing, deepfakes, and data poisoning to evade and corrupt your AI defenses.
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Episode 5: Governance, Risk and Secure AI Deployment
Build an AI governance framework that satisfies regulators, evaluate vendors with the right questions, and deploy AI you can actually explain.