From the course: CompTIA SecAI+ (CY0-001) Cert Prep
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AI in security tools
From the course: CompTIA SecAI+ (CY0-001) Cert Prep
AI in security tools
You don't need to build a custom AI model to see meaningful gains from this technology. Many capabilities already come packaged as plugins, extensions, and integrations that fit into everyday workflows. If you work in a coding environment, a browser, a terminal, or a chat interface, you can add tools that autocomplete, flag suspicious strings, surface relevant threat intelligence, and summarize long logs. The goal is practical support that meets you where you spend your time and improves the speed and quality of your work. AI assistance lifts productivity for security teams in several ways. It reduces busy work by drafting first versions of tasks that used to take hours. It improves consistency by applying the same patterns every single time. It expands coverage by scanning more code, logs, and alerts than a person can review during a normal shift. It raises quality by suggesting safer defaults and pointing out common mistakes while you work. These gains do not replace human judgment.…
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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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