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Advanced Secure AI

Understand advanced AI security topics: fine-tuning risks, RAG architectures, guardrails and jailbreaks, and how to evaluate AI tools securely.

Security engineers, AI/ML practitioners, product leads evaluating AI capabilities · ~15 min · 5 modules

This course is part of the paid catalog. Purchase it individually, or unlock it with a membership that includes Tier 1 content.

What's inside

01
AI Fine-Tuning and Training Risks
What happens when you fine-tune a model on proprietary data. Data leakage and guardrails.
~3 min
02
RAG: Retrieval-Augmented Generation
Using AI with external data sources. Keeping data separate from the model.
~3 min
03
Guardrails and Jailbreaks
AI safety mechanisms, how they work, how they fail, and what you should assume.
~3 min
04
Red-Teaming and Tool Evaluation
How to test AI tools before trusting them. Measuring reliability and safety.
~3 min
05
Evaluating and Approving AI Tools
How to evaluate whether to approve, conditionally approve, or reject an AI tool.
~3 min