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AI+ Ethics™ Self-Paced Learning
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Module 1: Overview of AI Ethics & Societal Impact
1.0 Introduction: Overview of AI Ethics & Societal Impact
1.1 AI and its Societal Significance
1.2 AI and Employment
1.3 Ethics and Privacy in the Age of AI
1.4 AI and Social Interaction
1.5 AI in Healthcare
1.6 AI in Education
1.7 AI and the Environment
1.8 Framework Establishment and Stakeholder Involvement
1.9 Summary: Overview of AI Ethics & Societal Impact
Module 1: E-Book
Quiz
Module 2: Bias and Fairness in AI
2.0 Introduction: Bias and Fairness in AI
2.1 Data Collection and Representation
2.2 Algorithmic Bias Detection and Management
2.3 Develop Diverse Data Sets
2.4 Conduct Regular Auditing
2.5 Adhere to Ethical AI Frameworks
2.6 Stakeholder Involvement
2.7 Summary: Bias and Fairness in AI
Module 2: E-Book
Quiz
Module 3: Transparency and Explainable AI
3.0 Introduction: Transparency and Explainable AI
3.1 Building Trust
3.2 Facilitating Accountability
3.3 Promoting Ethical Standards
3.4 Enhancing User Experience
3.5 Simplified Visualizations
3.6 Tailored Communication
3.7 Fairness in Machine Learning
3.8 AI for Social Good
3.9 Explainable AI
3.10 Summary: Transparency and Explainable AI
Module 3: E-Book
Quiz
Module 4: Privacy and Security Issues in AI
4.0 Introduction: Privacy and Security Issues in AI
4.1 Data Collection and Consent
4.2 Surveillance and Monitoring
4.3 Data Security and Breaches
4.4 Algorithmic Transparency and Accountability
4.5 Comprehensive Security Measures
4.6 Advanced Threat Detection and Response
4.7 Ethical AI Design and Development
4.8 Continuous Education and Training
4.9 Summary: Privacy and Security Issues in AI
Module 4: E-Book
Quiz
Module 5: Accountability and Responsibility
5.0 Introduction: Accountability and Responsibility
5.1 Transparency
5.2 Compliance with Legal and Ethical Standards
5.3 Auditability and Reporting
5.4 Ethical AI Development
5.5 Data Privacy and Protection
5.6 Transparency and Explainability And Continuous Learning and Improvement
5.7 Stakeholder Engagement and Communication
5.8 Summary: Accountability and Responsibility
Module 5: E-Book
Quiz
Module 6: Legal and Regulatory Issues
6.0 Introduction: Legal and Regulatory Issues
6.1 European Union (EU) > Navigating the EU's Approach to AI
6.2 United States > Introduction to AI Regulation in the United States
6.3 United Kingdom > Relevant Laws and Regulations Pertaining to AI in the United Kingdom
6.4 China > Exploring China's AI Leadership
6.5 Data Privacy and Security
6.6 Ethical AI Development and Use And Intellectual Property (IP) and AI-generated Content
6.7 Liability and Accountability And AI in Surveillance and Security
6.8 Autonomous Vehicles and Robotics - Unraveling AI's Impact on Society And AI in Employment and the Workplace
6.9 International Cooperation and Standards - Global AI Insights And Consumer Protection
6.10 AI in Healthcare & Warfare
6.11 IBM Watson OpenScale
6.12 Google AI Platform's What-If Tool
6.13 Salesforce Einstein
6.14 PwC’s Responsible AI Toolkit
6.15 FICO Analytics Workbench
6.16 Summary: Legal and Regulatory Issues
Module 6: E-Book
Quiz
Module 7: Ethical Decision-Making Frameworks
7.0 Introduction: Ethical Decision-Making Frameworks
7.1 IEEE Ethically Aligned Design
7.2 Asilomar AI Principles
7.3 EU Guidelines for Trustworthy AI
7.4 Google’s AI Principles
7.5 IBM Watson Health
7.6 Microsoft's AI for Accessibility
7.7 DeepMind's AI for Energy
7.8 Autonomous Vehicles (Waymo, Tesla)
7.9 Facial Recognition (IBM, Amazon)
7.10 Google's Project Maven Withdrawal
7.11 OpenAI Gym
7.12 Moral Machine by MIT
7.13 NetLogo
7.14 Shadow Health
7.15 The Ethics Game
7.16 Summary: Ethical Decision-Making Frameworks
Module 7: E-Book
Quiz
Module 8: AI Governance & Best Practices
8.0 Introduction: AI Governance & Best Practices
8.1 Principles of International AI Governance
8.2 Functions of International AI Governance
8.3 Executive Commitment
8.4 Dedicated Ethics Teams
8.5 Ethics by Design
8.6 Regular Training
8.7 Transparency and Explainability
8.8 Diversity and Inclusion
8.9 Data Governance
8.10 Google's AI Principles (2018)
8.11 EU's General Data Protection Regulation (GDPR)
8.12 Facial Recognition Bans (Various Cities)
8.13 AI Ethics Board Disbandment (Facebook, 2019)
8.14 Singapore's Model AI Governance Framework (2019)
8.15 Summary: AI Governance & Best Practices
Module 8: E-Book
Quiz
Module 9: Global AI Ethics Standards
9.0 Introduction: Global AI Ethics Standards
9.1 AI Fairness 360 (AIF360) And Model Cards
9.2 TensorFlow Privacy And OpenAI Gym
9.3 ISO/IEC JTC 1/SC 42 And Partnership on AI
9.4 Robustness Gym And EU AI Act & Ethics Guidelines
9.5 Summary: Global AI Ethics Standards
Module 9: E-Book
Quiz
Resources
AI+ Ethics Tools
AI+ Ethics Blueprint
AI+ Ethics Detailed Curriculum
AI+ Ethics Reference Videos and Links
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AI+ Ethics Examination
AI+ Ethics Examination
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AI+ Ethics™ Self-Paced Learning
