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AI+ Ethics™

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Introduction

Course Introduction

Audio Book: Introduction AI+ Ethics

Module 1: Overview of AI Ethics and Societal Impact

Module 1: Overview of AI Ethics & Societal Impact

Audio Book: Overview of AI Ethics & Societal Impact

Podcast: 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: Hotspot

1.8 Framework Establishment and Stakeholder Involvement

1.9 Assessment Process and Methodologies

1.10 Reporting, Recommendations, and Continuous Monitoring

Activity: Accordian

Activity: Lets Check your Knowledge

Quiz

Hands - On 1

Hands - On 2

Tools Walkthrough - AI Fairness 360 (IBM)

Module 2: Bias and Fairness in AI

Module 2: Bias and Fairness in AI

Audio Book: Bias and Fairness in AI

Podcast: 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: Drag & Drop

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: Case Study

Activity: Lets Check your Knowledge

Quiz

Hands - On 1

Hands - On 2

Hands - On 3

Tools Walkthrough - Fairlearn (Microsoft)

Module 3: Transparency and Explainable AI

Module 3: Transparency and Explainable AI

Audio Book: Transparency and Explainable AI

Podcast: 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: Hotspot

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: Tab

Activity: Lets Check your Knowledge

Quiz

Hands - On

Tools Walkthrough - What-If Tool (Google AI)

Module 4: Privacy and Security Issues in AI

Module 4: Privacy and Security Issues in AI

Audio Book: Privacy and Security Issues in AI

Podcast: 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: True or False

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: Carosel

Activity: Summative Quiz

Quiz

Hands - On

Tools Walkthrough - Hugging Face – Ethics Datasets

Module 5: Accountability and Responsibility

Module 5: Accountability and Responsibility

Audio Book: Accountability and Responsibility

Podcast: Accountability and Responsibility

5.1 Transparency

5.2 Compliance with Legal and Ethical Standards

5.3 Auditability and Reporting

Activity: Hotspot

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: Problem Statement

Activity: Lets Check your Knowledge

Quiz

Hands - On

Tools Walkthrough - AI Ethics Case Explorer (Markkula Center, SCU)

Module 6: Legal and Regulatory Issues

Module 6: Legal and Regulatory Issues

Audio Book: Legal and Regulatory Issues

Podcast: Legal and Regulatory Issues

6.1 AI Legal Frameworks: EU and US

6.2 AI Legal Frameworks: UK and China

Activity: Hotspot

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: Multiple Choice

6.6 AI Platforms for Compliance: IBM Watson, Google AI, and Salesforce

6.7 Frameworks for Responsible AI: PwC Toolkit and FICO Workbench

Activity: Carousel

Activity: Lets Check your Knowledge

Quiz

Hands - On

Tools Walkthrough - Ethics Canvas

Module 7: Ethical Decision Making Frameworks

Module 7: Ethical Decision-Making Frameworks

Audio Book: Ethical Decision-Making Frameworks

Podcast: 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: Text Entry

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: Case Study

7.9 Open AI Gym and Moral Machine by MIT

7.10 NetLogo , Shadow Health, and The Ethics Game

Activity: Multiple Choice

Activity: Lets Check your Knowledge

Quiz

Hands - On

Tools Walkthrough - Explainable AI (XAI) by Google

Module 8: AI Governance and Best Practices

Module 8: AI Governance & Best Practices

Audio Book: AI Governance & Best Practices

Podcast: AI Governance and Best Practices

8.1 Principles of International AI Governance

8.2 Functions of International AI Governance

Activity: Hotspot

8.3 Executive Commitment, Dedicated Ethics Teams, and Ethics Framework

8.4 Ethics by Design, Regular Training, and Transparency and Explainability

Activity: Multiple Choice

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: Case Study

Activity: Lets Check your Knowledge

Quiz

Tools Walkthrough - Amazon SageMaker Clarify

Module 9: Global AI Ethics Standards

Module 9: Global AI Ethics Standards

Audio Book: Global AI Ethics Standards

Podcast: Global AI Ethics Standards

9.1 Introduction to Global AI Ethics Standards

9.2 Explore Standards: IEEE’s Ethically Aligned Design

Activity: Drag and Drop

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: Problem Statement

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: Carousel

Activity: Lets Check your Knowledge

Quiz

Tools Walkthrough - MIT Moral Machine

Tools Walkthrough - FAccT Conference Papers (ACM)

Additional Module - AI Agents For Ethics

AI Agent Ethics

1.1 Understanding AI Agents and Their Ethical Significance

1.2 Applications and Trends of AI Agents for Ethics + Emerging Trends

1.3 The Functionality, Core Characteristics, and Importance of AI Agents

1.4 Types of AI Agents

1.5 Case Study

Interactive Quiz/Activity - True False

Graded Assessment- 5 Questions

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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