From the course: CompTIA SecAI+ (CY0-001) Cert Prep
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Automated data correlation
From the course: CompTIA SecAI+ (CY0-001) Cert Prep
Automated data correlation
Attackers sit on mountains of raw information. Breach repositories hold billions of usernames and passwords. Underground forums post corporate org charts, and open-source intelligence reveals everything from cloud service footprints to employee hobbies. Turning that chaos into a coherent attack plan once required weeks of manual triage or custom scripts that broke whenever a website changed. The faster security teams patch and rotate secrets, the more pressure adversaries feel to analyze data quickly and strike before their window of opportunity closes. Generative AI gives threat actors a shortcut. With a single prompt, they can perform automated data correlation, feeding credential dumps, social media posts, and purchase histories into an LLM that clusters accounts, links personal details to corporate roles, and highlights the outliers that are worth targeting. AI can then map relationships between entities, making it trivial to spot which compromised e-mail also unlocks a privileged…
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Contents
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The AI lifecycle1m 39s
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Business alignment in the AI lifecycle1m 43s
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Data collection2m 20s
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Data preparation3m 15s
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Model development and selection2m 13s
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Model evaluation and validation2m 29s
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Model deployment and integration3m 25s
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Monitoring and maintenance3m 19s
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Manipulating application integrations4m 8s
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AI supply chain attacks2m 4s
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Insecure plug-in design2m 9s
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Insecure output handling1m 23s
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Output integrity attacks2m 8s
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Model denial of service1m 31s
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Excessive agency1m 33s
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Overreliance1m 34s
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AI hallucinations1m 4s
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Monitoring prompts and responses2m 51s
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Log monitoring4m 30s
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Rate and cost monitoring5m 1s
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Auditing for AI hallucinations3m 33s
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Auditing for accuracy3m 29s
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Auditing for bias and fairness4m 35s
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Auditing access and security compliance3m 48s
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Responsible AI5m 29s
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AI risks2m 23s
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Introduction of bias2m 37s
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Accidental data leakage2m 53s
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Reputational loss2m 11s
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Accuracy and performance of the model2m 22s
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Intellectual property risks3m 31s
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Autonomous systems2m 27s
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Shadow IT and shadow AI1m 48s
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Awareness training2m 21s
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