Responsible AI

Curriculum90 min

• Introduction to Responsible AI
• Concept | Responsible AI
• Concept | Dangers of irresponsible AI
• Concept | Responsible AI in the data science practice
• Tutorial | Get started
• Identifying Data Biases
• Important caveats
• Concept | Basics of bias
• Tutorial | Question the data
• Tutorial | Observe the data
• Tutorial | Test the data
• Model Fairness & Interpretability
• Concept | Model fairness
• Tutorial | Model fairness metrics
• Concept | Evaluating group fairness
• Tutorial | Design for group fairness
• Concept | Interpretability
• Tutorial | Interpretability techniques
• Model Explainability & Reporting
• Concept | Model transparency
• Concept | Deployment biases
• Tutorial | Model explainability
• Tutorial | Reporting strategies
• Wrap Up
• Tell Us What You Think
• Wrap Up | Responsible AI