Advanced Certificate in Data Bias Mitigation: Practical Strategies
-- ViewingNowThe Advanced Certificate in Data Bias Mitigation: Practical Strategies course is a comprehensive program designed to address the critical issue of data bias in the industry. This course highlights the importance of fairness, accountability, and transparency in data-driven decision-making, making learners aware of the social implications of AI technologies.
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โข Understanding Data Bias
โข Types of Data Bias: Algorithmic, Sampling, and Measurement
โข Identifying and Measuring Data Bias
โข Data Bias Mitigation Techniques: Pre-processing, In-processing, and Post-processing
โข Fairness Metrics in Data Bias Mitigation
โข Ethical Considerations in Data Bias Mitigation
โข Advanced Methods for Data Bias Mitigation: Adversarial Debiasing and Learning from Biased Data
โข Case Studies in Data Bias Mitigation
โข Best Practices for Data Bias Mitigation in Real-world Scenarios
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