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AI+ Ethics™ Self-Paced Learning V3
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General
Course Introduction
Introduction AI+ Ethics - Audio File
Module 1: Overview of AI Ethics and Societal Impact
1.1 Overview of Ethical Considerations in AI
1.2 Societal Impact of AI Technologies
1.3 Ethics and Privacy in the Age of AI
1.4 The Impact of AI on Social Interaction and Lifestyle Transformations
1.5 AI in Healthcare
1.6 AI in Education
1.7 AI and the Environment
Activity 1
1.8 Framework Establishment and Stakeholder Involvement
1.9 Assessment Process and Methodologies
1.10 Reporting, Recommendations, and Continuous Monitoring
Activity 2
Activity 3
Overview of AI Ethics & Societal Impact - Audio File
Module 1: Overview of AI Ethics & Societal Impact
Quiz
Hands - On 1
Hands - On 2
Module 2: Bias and Fairness in AI
2.1 Exploration of Biases in Data and Algorithms
2.2 Navigating Ethics: Data Collection Practices and Algorithmic Bias
Activity 1
2.3 Developing Diverse Data Sets and Promoting Transparency
2.4 Conducting Regular Auditing
2.5 Adhere to Ethical AI Frameworks
2.6 The Role of Stakeholders
Activity 2
Activity 3
Bias and Fairness in AI - Audio File
Module 2: Bias and Fairness in AI
Quiz
Hands - On 1
Hands - On 2
Hands - On 3
Module 3: Transparency and Explainable AI
3.1 Importance and Pillars of Transparent AI Systems
3.2 Key Techniques: Simplified Visualizations
3.3 Key Techniques: Use Case Examples
3.4 Key Techniques: Layered Explanations
3.5 Key Techniques: Interactive Demonstrations
3.6 Key Techniques: Tailored Communication
Activity 1
3.7 AI Ethics Simulator and Fairness in Machine Learning
3.8 Privacy-Preserving AI Models and AI for Social Good
3.9 Explainable AI
Activity 2
Activity 3
Transparency and Explainable AI - Audio File
Module 3: Transparency and Explainable AI
Quiz
Hands - On
Module 4: 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 Real-life Examples of Data Breaches in AI
4.5 Algorithmic Transparency and Accountability
Activity 1
4.6 Strategies for Securing AI Systems and Data
4.7 Robust Encryption, Access Control, and Security Audits for Compliance
4.8 Advanced Threat Detection and Ethical AI Development
4.9 Continuous Education and Training
Activity 2
Activity 3
Privacy and Security Issues in AI - Audio File
Module 4: Privacy and Security Issues in AI
Quiz
Hands - On
Module 5: Accountability and Responsibility
5.1 Transparency
5.2 Compliance with Legal and Ethical Standards
5.3 Auditability and Reporting
Activity 1
5.4 Ethical AI Development
5.5 Data Privacy and Protection
5.6 Transparency and Explainability
5.7 Continuous Learning and Improvement
5.8 Stakeholder Engagement and Ethical Practices
Activity 2
Activity 3
Accountability and Responsibility - Audio File
Module 5: Accountability and Responsibility
Quiz
Hands - On
Module 6: Legal and Regulatory Issues
6.1 AI Legal Frameworks: EU and US
6.2 AI Legal Frameworks: UK and China
Activity 1
6.3 AI Ethics, Privacy, and Intellectual Property
6.4 AI Governance, Surveillance, and Autonomy
6.5 AI in Society: Workforce, Standards, and Impact
Activity 2
6.6 AI Platforms for Compliance: IBM Watson, Google AI, and Salesforce
6.7 Frameworks for Responsible AI: PwC Toolkit and FICO Workbench
Activity 3
Activity 4
Legal and Regulatory Issues - Audio File
Module 6: Legal and Regulatory Issues
Quiz
Hands - On
Module 7: Ethical Decision Making Frameworks
7.1 IEEE's Ethically Aligned Design and Asilomar AI Principles
7.2 EU Guidelines for Trustworthy AI and Google’s AI Principles
Activity 1
7.3 IBM Watson Health
7.4 Microsoft’s AI for Accessibility
7.5 DeepMind’s AI for Energy
7.6 Autonomous Vehicles (Waymo, Tesla)
7.7 Facial Recognition (IBM, Amazon)
7.8 Google’s Project Maven Withdrawal
Activity 2
7.9 Open AI Gym and Moral Machine by MIT
7.10 NetLogo , Shadow Health, and The Ethics Game
Activity 3
Activity 4
Ethical Decision-Making Frameworks - Audio File
Module 7: Ethical Decision-Making Frameworks
Quiz
Hands - On
Module 8: AI Governance and Best Practices
8.1 Principles of International AI Governance
8.2 Functions of International AI Governance
Activity 1
8.3 Executive Commitment, Dedicated Ethics Teams, and Ethics Framework
8.4 Ethics by Design, Regular Training, and Transparency and Explainability
Activity 2
8.5 Google’s AI Principles (2018) and EU’s GDPR
8.6 Facial Recognition Bans (Various Cities) And AI Ethics Board Disbandment (Facebook)
8.7 Singapore’s Model AI Governance Framework (2019)
Activity 3
Activity 4
AI Governance & Best Practices - Audio File
Module 8: AI Governance & Best Practices
Quiz
Module 9: Global AI Ethics Standards
9.1 Introduction to Global AI Ethics Standards
9.2 Explore Standards: IEEE’s Ethically Aligned Design
Activity 1
9.3 Overview of Comparative AI Ethics Standards
9.4 AI Ethics Standards: USA vs. Europe
9.5 AI Ethics Standards: China vs. Africa
Activity 2
9.6 AI Fairness 360 (AIF360) and Model Cards
9.7 TensorFlow Privacy and OpenAI Gym
9.8 ISO/IEC JTC 1/SC 42 and Partnership on AI
9.9 EU AI Act & Ethics Guidelines
Activity 3
Activity 4
Module 9: Global AI Ethics Standards
Quiz
Course Summary
Course Summary
Additional Module - AI Agents For Ethics
AI Agent Ethics
Resources
AI+ Ethics Blueprint
AI+ Ethics Detailed Curriculum
AI+ Ethics Tools
AI+ Ethics References and Resources
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Ethics Examination
AI+ Ethics Examination
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Información del curso
AI+ Ethics™ Self-Paced Learning V3
Skill Level
:
Beginner
certificate name
:
AI+ Ethics™
Badge
:
Badge-AI+-Ethics.png
Course Layout
:
Standard
