Artificial Intelligence Data Fairness and Bias
- Offered byCoursera
Artificial Intelligence Data Fairness and Bias at Coursera Overview
Duration | 6 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Beginner |
Official Website | Explore Free Course  |
Credential | Certificate |
Artificial Intelligence Data Fairness and Bias at Coursera Highlights
- Shareable Certificate Earn a Certificate upon completion
- 100% online Start instantly and learn at your own schedule.
- Course 2 of 4 in the Ethics in the Age of AI Specialization
- Flexible deadlines Reset deadlines in accordance to your schedule.
- Beginner Level
- Approx. 6 hours to complete
- English Subtitles: French, Portuguese (European), Russian, English, Spanish
Artificial Intelligence Data Fairness and Bias at Coursera Course details
- In this course, we will explore fundamental issues of fairness and bias in machine learning. As predictive models begin making important decisions, from college admission to loan decisions, it becomes paramount to keep models from making unfair predictions. From human bias to dataset awareness, we will explore many aspects of building more ethical models.
Artificial Intelligence Data Fairness and Bias at Coursera Curriculum
Fairness and protections in machine learning
Course Introduction Video
Model parity: a balancing act
Protecting groups, protecting individuals
Imperfect modeling
Weekly Review
The Equality Conundrum
COMPAS article
Knowledge Check
Knowledge Check
Weekly Quiz
Building fair models: theory and practice
Algorithms inside of algorithms: Getting to fair
Testing in theory: fair loan decisions
Deploying fairness: combating bias in practice
Adversarial Models: Word2Vec
Weekly Review
Unfairness visualized
Research Paper: Debiasing Word Embeddings
Knowledge Check
Knowledge Check
Weekly Quiz
Human factors: minimizing bias in data
Getting out of your head: bias awareness
Building an exploratory training set
Imperfect modeling: finding a balance
Human Factors: Game Theory
Weekly Review
Full list of cognitive biases
Monster Match
Knowledge Check
Knowledge Check
Weekly Quiz
Artificial Intelligence Data Fairness and Bias at Coursera Admission Process
Important Dates
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