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2022

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Improve price performance of your model training using Amazon SageMaker heterogeneous clusters

AWS Machine Learning

OCTOBER 27, 2022

To address this issue, in July 2022, we launched heterogeneous clusters for Amazon SageMaker model training, which enables you to launch training jobs that use different instance types in a single job. Performance benchmark results. For more information, refer to Using the SageMaker Python SDK and Using the Low-Level SageMaker APIs.

Scripts

Scripts Benchmark Metrics Transportation

Build a robust text-based toxicity predictor

AWS Machine Learning

DECEMBER 6, 2022

The Trainer class provides an API for feature-complete training in PyTorch. To answer this question, we select an attack recipe from the TextAttack library and use it to construct perturbed adversarial examples to fool our target toxicity filtering model. outputs = 1 * (pred.predictions >= 0.5) Model performance evaluation.

Engineering

Engineering APIs Construction Metrics

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Improve price performance of your model training using Amazon SageMaker heterogeneous clusters

Build a robust text-based toxicity predictor

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