Tag

feature-engineering-bookcamp

Bias and Fairness in Machine Learning, Part 3: building a bias-aware model

From Feature Engineering Bookcamp by Sinan Ozdemir

This article series covers

●      Recognizing and mitigating bias in our data and model

●      Quantifying fairness through various metrics

●      Applying feature engineering techniques to remove bias from our model without sacrificing model performance

Bias and Fairness in Machine Learning, Part 2: building a baseline model and features

From Feature Engineering Bookcamp by Sinan Ozdemir

This article series covers

●      Recognizing and mitigating bias in our data and model

●      Quantifying fairness through various metrics

●      Applying feature engineering techniques to remove bias from our model without sacrificing model performance

Bias and Fairness in Machine Learning, Part 1: introducing our dataset and the problem

From Feature Engineering Bookcamp by Sinan Ozdemir

This article series covers

●   Recognizing and mitigating bias in our data and model

●   Quantifying fairness through various metrics

●   Applying feature engineering techniques to remove bias from our model without sacrificing model performance

© 2022 Manning — Design Credits