Relevancy of SageMaker Model Monitor for NLP?
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Hi,
Can SageMaker Model Monitor be applied in NLP models? Is it necessary to do some preprocessing of the data? How can we use SageMaker Model Monitor? sentence length, unseen words, language etc. Any thoughts or experience on that?
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Yes, You can use model monitor for data capture and scheduling in your own custom container with the relevant monitoring for NLP use case.
For example, there's a blog post for model monitor for computer vision classification prediction with defined *alert * of predict more than expected.
https://aws.amazon.com/blogs/machine-learning/automated-monitoring-of-your-machine-learning-models-with-amazon-sagemaker-model-monitor-and-sending-predictions-to-human-review-workflows-using-amazon-a2i/?nc1=b_rp
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