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Identifying defense coverage schemes in NFL’s Next Gen Stats

AWS Machine Learning Blog

We design a K-Nearest Neighbors (KNN) classifier to automatically identify these plays and send them for expert review. Visualizing data using t-SNE.” Some plays are mixed into other coverage types, as shown in the following figure (right). These plays could potentially be mislabeled and deserve manual inspection.

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