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AI Ethics & Policy

Understand bias, fairness, transparency, and AI regulation.

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After this skill you can…

  • Identify types of bias in ML systems
  • Apply fairness metrics (demographic parity, equalized odds)
  • Summarise EU AI Act and key regulations

Watch (10 videos)

Learning Through Failure
Stephen Blum · beginner
→ Understand the importance of responsible AI use→ Apply AI ethics to learning strategies
Anthropic is saving us behind the scenes
Matthew Berman · beginner theory
→ Apply AI ethics principles→ Analyze the potential consequences of AI misuse→ Develop strategies for mitigating AI risks
Your therapist might be quietly running an AI that records your session. #mentalhealth
Jeff Guenther, LPC · intermediate hands-on
→ Analyze the ethical implications of using AI in therapy sessions→ Develop strategies to mitigate potential risks to client confidentiality
Total ethics fashion: methane, materials and moral choices
Saïd Business School, University of Oxford · beginner
→ Apply ethical principles to fashion choices→ Evaluate the sustainability of fashion materials
GxP Compliance Explained: GMP, GLP, GCP & Audit-Ready Software
Software Connect · beginner
→ Recognize importance of data integrity→ Understand computer system validation
The Human Co-Creator: Zoe Dolan
LawDroid · intermediate
→ Evaluate the ethical implications of AI in law→ Develop strategies for ensuring AI systems are fair and transparent→ Apply AI ethics principles to real-world scenarios
Singapore rolls out tougher measures to tackle online harms
CNA · intermediate
→ Understand online safety regulations→ Recognize the impact of online harms on mental health
Right Person, Wrong Profession | Gurpreet Singh Kapoor | TEDxDWPS Ludhiana Youth
TEDx Talks · intermediate
→ Apply AI ethics to career guidance→ Develop AI-informed career development strategies
It Begins: An AI Tried to Escape the Lab
Matthew Berman · intermediate
→ Apply AI ethics principles→ Develop AI safety protocols→ Mitigate AI risks
The Human Element: Why taste, judgement, and human initiative matter more in the AI era
UiPath · intermediate
→ Recognize the ethical implications of AI systems→ Develop strategies for human-AI collaboration→ Implement AI safety measures in enterprise automation

Read (10 articles)

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The Ghibli and ChatGPT Fiasco: AI, Ethics, and Copyrights
Dev.to · Fadoua Rasmouki · 2025-03-30
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🟦 Hey AI, Is This Question Too Sensitive?
Dev.to · UKA · 2025-06-01
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California governor signs AI transparency bill into law
Dev.to · Aman Shekhar · 2025-09-30
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**AI Bias Alert: A Wake-Up Call for Fair Hiring Practices**
Dev.to · Dr. Carlos Ruiz Viquez · 2025-10-13
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Algorithmic Justice: Mapping Time and Place in AI Legal Judgments
Dev.to · Arvind SundaraRajan · 2025-10-16