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Responsible AI: Principles and Practices

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1.Introduction to Responsible AI

Introduction to the Course Overview of Responsible AI Principles Case Study: Credit Loan Approval Data Case Study: Predict Loan Approval Decisions Using AI Challenges in Trusting AI Decisions Key Principles of Responsible AI Quiz: Introduction to Responsible AI

2.Fairness of AI Solutions

Introduction to Fairness in AI Bias Across the AI Life Cycle Understanding the Bias in Model Development Case Study: Identifying Bias in Personal and Sensitive Data Case Study: Identify Bias in Model Training Case Study: Bias Mitigation for Credit Loan Data Case Study: Navigating Fairness in the Healthcare Domain Quiz: Fairness of AI Solutions

3.Explainable AI

Introduction to Explainable AI Case Study: Getting Started with Model Explainability Demystifying Explainability Themes for Black Box Models Explainability Techniques for Black Box Models Case Study: Measure Feature Importance for Healthcare Case Study: Explore Feature Impact with Partial Dependence Plots Case Study: Local Explanations with ICE Curves Case Study: Local Explanations for Regression Problem with LIME Case Study: Local Explanations for Classification Problem Case Study: Explain Model Decisions with the SHAP Framework Quiz: Explainable AI

4.Data Privacy, Safety, and Security for Responsible AI

Importance of Data Privacy in Responsible AI Best Practices for Preserving Data Privacy Data Safety and Security for Responsible AI Enhancing Security of AI Solutions Quiz: Data Privacy, Safety, and Security for Responsible AI

5.Innovations in Responsible AI: Charting New Frontiers

Innovations in Responsible AI The Role of Human Input inRole of Human Input in Machine Learning Data Annotation: Bridging the Gap between AI and HI Active Learning: Optimizing Data Labeling Efforts Differential Privacy: Securing Personal Information Significance of Synthetic Data Generation Case Study: Synthetic Data Generation Quiz: Innovations in Responsible AI

Mini Project

Final Project

6.Conclusion

Responsible AI: Principles and Practices

Quiz: Introduction to Responsible AI

Test your understanding of fundamental Responsible AI concepts.

We'll cover the following...