AI Tutorials
Responsible AI
Master responsible AI from first principles — covering ISO 42001 controls, fairness metrics, XAI (SHAP/LIME), governance frameworks, adversarial robustness, differential privacy, human-in-the-loop design, sustainability, and the full RAI-Ops playbook.
10 chapters · 319 min
Fairness, transparency, accountability, safety, privacy, and ISO 42001
- Ch. 01Read →
Introduction to Responsible AI & ISO 42001
The seven pillars of responsible AI, ISO 42001 AI management system, and the global regulatory landscape
beginner · 30 min
- Ch. 02Read →
Fairness & Inclusiveness
Bias taxonomy, fairness metrics, detection techniques, and mitigation strategies with Fairlearn and AIF360
intermediate · 35 min
- Ch. 03Read →
Transparency & Explainability (XAI)
LIME, SHAP, attention visualization, counterfactuals, model cards, and the GDPR right to explanation
intermediate · 35 min
- Ch. 04Read →
Accountability & Governance
AI governance structures, RACI matrices, audit frameworks, incident response, and ISO 42001 organizational controls
intermediate · 32 min
- Ch. 05Read →
Reliability & Safety
Robustness testing, adversarial attacks, uncertainty quantification, fail-safe design, and red teaming
advanced · 35 min
- Ch. 06Read →
Privacy & Security
Differential privacy, federated learning, model attacks, PII protection, and GDPR compliance for AI systems
advanced · 33 min
- Ch. 07Read →
Human-Centricity & Empathy
Human-in-the-loop patterns, meaningful human control, accessible AI design, and ethical value alignment
intermediate · 28 min
- Ch. 08Read →
Sustainability & Green AI
Carbon footprint of AI, energy-efficient training, model compression, and measuring environmental impact
intermediate · 26 min
- Ch. 09Read →
Testing, Auditing & Data Hygiene
Behavioral testing with CheckList, bias audits, data quality frameworks, and the complete Responsible AI operations playbook
intermediate · 35 min
- Ch. 10Read →
AI Regulation Compliance Roadmap
Practical step-by-step guidance for GDPR, EU AI Act, and ISO 42001 certification
intermediate · 30 min