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Mini Project

Project: Fix Bias Using Threshold Optimization

Mitigation Methods

Data vs. Model Bias Introduction to Mitigation Methods More on Threshold Optimization Reweighing Reductions Adversarial Debiasing Other Methods and Summary Quiz: Mitigating Bias

Mini Project

Project: Make a Fair Classifier

Fairness in Natural Language Processing

Word Embeddings Biased Vectors Debiasing Vectors Word Embedding Association Test Data Augmentation Quiz: Fairness in NLP

Mini Project

Project: Explore Fairness in NLP Models

Conclusion

Summary and Next Steps

Course Assessment

Check Your Knowledge About Fair AI

Fundamentals of AI Fairness/

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Building a Model

Follow step-by-step instructions to explore the German Credit dataset and build a predictive model.

We'll cover the following...

Exploratory data analysis
Building the model

Exploratory data analysis

Before we build the model, we need to perform exploratory data analysis. We are going to load it and go feature-by-feature in order to understand its meaning and characteristics. During this stage, we will try to ...