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Free lessons: GenAI Safety & Evaluation Engineering
28 lessons free to read — no subscription required. Open any one to read the full lesson; subscribe to unlock the rest. Browse all 28 by course ↓
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What you'll build in GenAI Safety & Evaluation Engineering
Signature lessons unique to this discipline — start here.
Foundation
The same four core lessons on every hub — shared across all twelve disciplines.
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Every free lesson on this path, course by course, in curriculum order.
Python Essentials for Agent Builders1 lesson
LLM Foundations for Agent Builders1 lesson
Kubernetes Essentials for GenAI Engineers1 lesson
Web APIs & Services for GenAI Engineers1 lesson
GenAI Evaluation, Safety & Governance24 lessons
- Ch 1Build a stratified evaluation dataset3 free labs
- Ch 1Detect dataset contamination and leakage3 free labs
- Ch 3Implement RAGAS metrics for RAG evaluation
- Ch 3Build DeepEval test suites for RAG
- Ch 5Score agent tool selection with DeepEval 3.0 and Vertex AI Agent Evaluation
- Ch 5Build agent benchmarks with task suites
- Ch 7Design A/B experiments for prompt variants
- Ch 9Build cost-performance analysis across providers
- Ch 10Detect cost anomalies and spending spikes
- Ch 10Build cost governance dashboard and chargeback
- Ch 12Compare guardrail frameworks: Guardrails AI vs NeMo Guardrails 0.20 vs NemoGuard NIMs vs Google Model Armor
- Ch 13Detect PII with Presidio and Google Sensitive Data Protection
- Ch 13Implement reversible PII redaction
- Ch 13Build custom PII recognizers for domain data
- Ch 16Validate agent tool calls against permission policies
- Ch 16Secure MCP servers and implement agent gateway patterns
- Ch 16Detect privilege escalation in agent behavior
- Ch 16Build agent audit trail with GCP SCC Agent Engine Threat Detection
- Ch 16Build agent safety evaluation framework
- Ch 18Detect RAG data poisoning attacks
- Ch 18Implement document-level access control for RAG
- Ch 18Build adversarial embedding defense
- Ch 18Detect data exfiltration via RAG
- Ch 20Track EU AI Act enforcement timeline compliance3 free labs
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