Pie&AI Madrid: Ethics in Credit Scoring Algorithms

Currently, in the financial industry, real-time ML-driven decisions are used...

• Almost never

• Just by some companies

• It has become a standard in the last few years

Who is the author of the “Interpretable Machine Learning” book?

• Cristoph Molnar

• David M. Blei

• Andrej Karpathy

The company cannot use gender to feed the ML model. Which features should be removed?

• Just the ‘gender’ feature

• All features with significant correlation with the gender

• None of the above

Interpretability approaches:

• Cannot explain non-linear relations

• Don’t fully grasp the model complexity

• Don’t work for deep learning models

Which one is a popular interpretability technique:

• LEMI

• LIEM

• LIME

The predicted probability of a binary classifier correlates with the confidence of the output to a higher degree...

• On areas within the feature space with low density of samples

• On areas within the feature space with high density of samples

• None of the above