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Multiclass Classification on Bedrock

In this walkthrough, you will learn how to use bedrock to train a multiclass classification model and then deploy the model on bedrock

Goals

  • Demonstrate how to train a multiclass classification model on bedrock
  • Demonstrate how to log metrics for multiclass classfication using the bedrock client
  • Demonstrate how to log ROC curve, PR curve, and confusion matrix by micro-averaging on all classes
  • Demonstrate how to customise logging of feature distributions
  • Demonstrate how to log predictions for multiclass classification
  • Demonstrate how to log model explanabilty and fairness for multiclass on bedrock
  • Demonstrate how to serve a trained multiclass model using bedrock express