About this Course

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Start instantly and learn at your own schedule.
Flexible deadlines
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Beginner Level
Approx. 6 hours to complete
English

Skills you will gain

machine learning fairnessEthicsdata bias
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Beginner Level
Approx. 6 hours to complete
English

Offered by

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LearnQuest

Syllabus - What you will learn from this course

Week
1

Week 1

2 hours to complete

Fairness and protections in machine learning

2 hours to complete
5 videos (Total 19 min), 2 readings, 3 quizzes
5 videos
Model parity: a balancing act4m
Protecting groups, protecting individuals5m
Imperfect modeling4m
Weekly Review1m
2 readings
The Equality Conundrum20m
COMPAS article15m
3 practice exercises
Knowledge Check10m
Knowledge Check10m
Weekly Quiz30m
Week
2

Week 2

2 hours to complete

Building fair models: theory and practice

2 hours to complete
5 videos (Total 21 min), 2 readings, 3 quizzes
5 videos
Testing in theory: fair loan decisions5m
Deploying fairness: combating bias in practice4m
Adversarial Models: Word2Vec5m
Weekly Review1m
2 readings
Unfairness visualized 10m
Research Paper: Debiasing Word Embeddings15m
3 practice exercises
Knowledge Check30m
Knowledge Check10m
Weekly Quiz30m
Week
3

Week 3

2 hours to complete

Human factors: minimizing bias in data

2 hours to complete
5 videos (Total 33 min), 2 readings, 3 quizzes
5 videos
Building an exploratory training set8m
Imperfect modeling: finding a balance6m
Human Factors: Game Theory6m
Weekly Review1m
2 readings
Full list of cognitive biases15m
Monster Match20m
3 practice exercises
Knowledge Check10m
Knowledge Check10m
Weekly Quiz30m

About the Ethics in the Age of AI Specialization

Ethics in the Age of AI

Frequently Asked Questions

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