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Bias in AI

Video Module 6: AI, ETHICS & RESPONSIBLE USE

Bias in AIDiagram: Bias in Machine Learning

Bias in AI means an AI system gives unfair or unequal results for some people or groups because of the data or design behind it. AI does not “hate” or “prefer” anyone by itself but it learns from human data, and if that data is unbalanced or unfair, the AI also becomes unfair.

Where Bias Can Appear

  • AI bias can show up in:
    • Hiring systems
    • Loan approval tools
    • Face recognition
    • College admissions screening
    • Medical diagnosis tools
    • Chatbots and language systems

Why Does AI Bias Happen?

  1. Biased Training Data:- If the dataset is not diverse, results will not be fair.
  2. Human Bias in Design:- Developers may unknowingly build assumptions into systems.
  3. Missing Data:- Some groups may be under-represented.
  4. Feedback Loops:- Wrong predictions get repeated and reinforced.

Risks of Biased AI

  • Unfair decisions
  • Social inequality increases
  • Loss of trust in technology
  • Legal and ethical problems
  • Harm to vulnerable groups
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Course Content
MODULE 1: INTRODUCTION TO AI – DEMYSTIFYING THE BUZZ
Module 2: AI IN EVERYDAY LIFE
AI in smartphones (face unlock, voice assistants)
AI in navigation & transport
AI in shopping & entertainment
AI in banking & fraud detection
AI in education (AI tutors, personalized learning)
AI IN EVERYDAY LIFE
03m 00s
Module 2: AI IN EVERYDAY LIFE (25 Questions)
25 Marks
Module 3: HOW AI IS CHANGING CAREERS (CROSS-SECTOR VIEW)
Business & Marketing
Healthcare
Agriculture
Education
Creative Fields (Art, Music, Film)
IT, Data & Robotics
HOW AI IS CHANGING CAREERS
03m 00s
Module 3: HOW AI IS CHANGING CAREERS (25 Questions)
25 Marks
Module 4: HANDS-ON AI TOOLS (NO-CODE, STUDENT-FRIENDLY)
ChatGPT / Google Gemini
Canva Magic Studio
Google Teachable Machine
11 labs
Flow
HANDS-ON AI TOOLS (NO-CODE, STUDENT-FRIENDLY)
30m 00s
Module 4: HANDS-ON AI TOOLS (25 Questions)
25 Marks
Module 5: AI, SKILLS & THE FUTURE OF WORK
Why AI changes skills, not just jobs
AI + human skills framework
Skills that will never be automated
AI, SKILLS & THE FUTURE OF WORK
03m 00s
Module 5: AI, SKILLS & THE FUTURE OF WORK (25 Questions)
25 Marks
Module 6: AI, ETHICS & RESPONSIBLE USE
Bias in AI
Data privacy
Deepfakes & misinformation
Ethical use of AI tools
AI, ETHICS & RESPONSIBLE USE
03m 00s
Module 6: AI, ETHICS & RESPONSIBLE USE (25 Questions)
25 Marks

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