Remove 2023 Remove Clean Data Remove K-nearest Neighbors
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Debugging data to build better and more fair ML applications

Snorkel AI

You can approximate your machine learning training components into some simpler classifiers—for example, a k-nearest neighbors classifier. Here’s one application where you have a 100% clean data set that also has some fairness issues, meaning that if you clean up the whole dataset, the model could be unfair.

ML 52
article thumbnail

Debugging data to build better and more fair ML applications

Snorkel AI

You can approximate your machine learning training components into some simpler classifiers—for example, a k-nearest neighbors classifier. Here’s one application where you have a 100% clean data set that also has some fairness issues, meaning that if you clean up the whole dataset, the model could be unfair.

ML 52