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AI+ Ethics™ Self-Paced Learning
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Module 1: Overview of AI Ethics & Societal Impact
Introduction: Overview of AI Ethics & Societal Impact
AI and its Societal Significance
AI and Employment
Ethics and Privacy in the Age of AI
AI and Social Interaction
AI in Healthcare
AI in Education
AI and the Environment
Framework Establishment and Stakeholder Involvement
Summary: Overview of AI Ethics & Societal Impact
Module 1: E-Book
Quiz
Module 2: Bias and Fairness in AI
Introduction: Bias and Fairness in AI
Data Collection and Representation
Algorithmic Bias Detection and Management
Develop Diverse Data Sets
Conduct Regular Auditing
Adhere to Ethical AI Frameworks
Stakeholder Involvement
Summary: Bias and Fairness in AI
Module 2: E-Book
Quiz
Module 3: Transparency and Explainable AI
Introduction: Transparency and Explainable AI
Building Trust
Facilitating Accountability
Promoting Ethical Standards
Enhancing User Experience
Simplified Visualizations
Tailored Communication
Fairness in Machine Learning
AI for Social Good
Explainable AI
Summary: Transparency and Explainable AI
Module 3: E-Book
Quiz
Module 4: Privacy and Security Issues in AI
Introduction: Privacy and Security Issues in AI
Data Collection and Consent
Surveillance and Monitoring
Data Security and Breaches
Algorithmic Transparency and Accountability
Comprehensive Security Measures
Advanced Threat Detection and Response
Ethical AI Design and Development
Continuous Education and Training
Summary: Privacy and Security Issues in AI
Module 4: E-Book
Quiz
Module 5: Accountability and Responsibility
Introduction: Accountability and Responsibility
Transparency
Compliance with Legal and Ethical Standards
Auditability and Reporting
Ethical AI Development
Data Privacy and Protection
Transparency and Explainability And Continuous Learning and Improvement
Stakeholder Engagement and Communication
Summary: Accountability and Responsibility
Module 5: E-Book
Quiz
Module 6: Legal and Regulatory Issues
Introduction: Legal and Regulatory Issues
European Union (EU) > Navigating the EU's Approach to AI
United States > Introduction to AI Regulation in the United States
United Kingdom > Relevant Laws and Regulations Pertaining to AI in the United Kingdom
China > Exploring China's AI Leadership
Data Privacy and Security
Ethical AI Development and Use And Intellectual Property (IP) and AI-generated Content
Liability and Accountability And AI in Surveillance and Security
Autonomous Vehicles and Robotics - Unraveling AI's Impact on Society And AI in Employment and the Workplace
International Cooperation and Standards - Global AI Insights And Consumer Protection
AI in Healthcare & Warfare
IBM Watson OpenScale
Google AI Platform's What-If Tool
Salesforce Einstein
PwC’s Responsible AI Toolkit
FICO Analytics Workbench
Summary: Legal and Regulatory Issues
Module 6: E-Book
Quiz
Module 7: Ethical Decision-Making Frameworks
Introduction: Ethical Decision-Making Frameworks
IEEE Ethically Aligned Design
Asilomar AI Principles
EU Guidelines for Trustworthy AI
Google’s AI Principles
IBM Watson Health
Microsoft's AI for Accessibility
DeepMind's AI for Energy
Autonomous Vehicles (Waymo, Tesla)
Facial Recognition (IBM, Amazon)
Google's Project Maven Withdrawal
OpenAI Gym
Moral Machine by MIT
NetLogo
Shadow Health
The Ethics Game
Summary: Ethical Decision-Making Frameworks
Module 7: E-Book
Quiz
Module 8: AI Governance & Best Practices
Introduction: AI Governance & Best Practices
Principles of International AI Governance
Functions of International AI Governance
Executive Commitment
Dedicated Ethics Teams
Ethics by Design
Regular Training
Transparency and Explainability
Diversity and Inclusion
Data Governance
Google's AI Principles (2018)
EU's General Data Protection Regulation (GDPR)
Facial Recognition Bans (Various Cities)
AI Ethics Board Disbandment (Facebook, 2019)
Singapore's Model AI Governance Framework (2019)
Summary: AI Governance & Best Practices
Module 8: E-Book
Module 9: Global AI Ethics Standards
Introduction: Global AI Ethics Standards
AI Fairness 360 (AIF360) And Model Cards
TensorFlow Privacy And OpenAI Gym
ISO/IEC JTC 1/SC 42 And Partnership on AI
Robustness Gym And EU AI Act & Ethics Guidelines
Summary: Global AI Ethics Standards
Module 9: E-Book
Quiz
AICT Discussion Forum
Resources
AI+ Ethics Tools
AI+ Ethics Blueprint
AI+ Ethics Detailed Curriculum
AI+ Ethics Resources Video and Link
Feedback Survey Form
Survey
System Compatibility test
System Compatibility Test
AI CERTs Exam Guidelines
AI+ Ethics Examination
AI+ Ethics Examination
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AI+ Ethics™ Self-Paced Learning
