Certified - AI Security Audio Course
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Latest episodes
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Episode 12 — Model Theft & Extraction
September 15, 2025 · 29 minThis episode addresses model theft and extraction, highlighting how adversaries can replicate or steal valuable AI models. Model theft occurs when proprietary weights or architectures are exfiltrated, while model extraction involves…
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Episode 11 — Privacy-Preserving Techniques
September 15, 2025 · 27 minThis episode explores privacy-preserving techniques designed to reduce the risk of sensitive information exposure in AI systems while maintaining utility of the models. Learners must understand concepts such as anonymization…
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Episode 10 — Privacy Attacks
September 15, 2025 · 28 minThis episode introduces privacy attacks in AI systems, focusing on techniques that reveal sensitive or personal information from training data or model behavior. Learners must be able to define key attack types, such as membership…
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Episode 9 — Training-Time Integrity
September 15, 2025 · 22 minThis episode covers training-time integrity, focusing on the assurance that data, processes, and infrastructure used in model development remain uncompromised. Learners preparing for exams must understand that threats at this stage include…
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Episode 8 — Data Poisoning Attacks
September 15, 2025 · 24 minThis episode introduces data poisoning as a high-priority threat in AI security, where adversaries deliberately insert malicious samples into training or fine-tuning datasets. For exam readiness, learners must understand how poisoning…
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Episode 7 — Content Safety vs. Security
September 15, 2025 · 21 minThis episode explains the distinction and overlap between content safety and security in AI systems, a concept often emphasized in both professional practice and certification exams. Content safety refers to filtering or moderating outputs…
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Episode 6 — Prompt Security II: Indirect & Cross-Domain Injections
September 15, 2025 · 22 minThis episode examines indirect and cross-domain prompt injections, which expand the attack surface by embedding malicious instructions in external sources such as documents, websites, or email content. Unlike direct injection, where the…
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Episode 5 — Prompt Security I: Injection & Jailbreaks
September 15, 2025 · 22 minThis episode introduces prompt injection and jailbreaks as fundamental AI-specific security risks. It defines prompt injection as malicious manipulation of model inputs to alter behavior and describes jailbreaks as methods for bypassing…
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Episode 4 — Data Lifecycle Security
September 15, 2025 · 24 minThis episode examines data lifecycle security, covering the journey of data from collection and labeling through storage, retention, deletion, and provenance management. It explains why data is the foundation of AI system reliability and…
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Episode 3 — System Architecture & Trust Boundaries
September 15, 2025 · 22 minThis episode explains the architecture of AI systems, breaking down their stages and components to show how trust boundaries shift across the lifecycle. Training, inference, retrieval-augmented generation (RAG), and agent frameworks are…
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Episode 2 — The AI Security Landscape
September 15, 2025 · 23 minThis episode defines the AI security landscape by mapping the assets, attack surfaces, and emerging threats that distinguish AI from classical application security. It introduces critical components such as training data, model weights…
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Episode 1 — Course Overview & How to Use This Prepcast
September 15, 2025 · 22 minThis opening episode provides a structured orientation to the AI Security and Threats Audio course series, helping listeners understand what the program covers and how to best engage with the material. The overview defines the scope of AI…

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