

翻訳は機械翻訳により提供されています。提供された翻訳内容と英語版の間で齟齬、不一致または矛盾がある場合、英語版が優先します。

# リソース
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**リファレンス**
+ David Nigenda、Zohar Karnin、Muhammad Bilal Zafar、Raghu Ramesha、Alan Tan、Michele Donini、Krishnaram Kenthapadi。2022 年。「Amazon SageMaker Model Monitor: A System for Real-Time Insights into Deployed Machine Learning Models」: [arXiv:2111.13657](https://arxiv.org/abs/2111.13657)
+ Richard Meyes、Melanie Lu、Constantin Waubert de Puiseau、Tobias Meisen。2019 年。「Ablation Studies in Artificial Neural Networks」: [arXiv:1901.08644](https://arxiv.org/abs/1901.08644)
+ Brian Babcock、Mayur Datar、Rajeev Motwani。「Sampling From a Moving Window Over Streaming Data」: [プリンストン大学](https://www.cs.princeton.edu/courses/archive/spr04/cos598B/bib/BabcockDM.pdf)。
+ Chip Huyen。[https://www.amazon.com/Designing-Machine-Learning-Systems-Production-Ready/dp/1098107969](https://www.amazon.com/Designing-Machine-Learning-Systems-Production-Ready/dp/1098107969)。Sebastopol、カリフォルニア: O'Reilly Media、2022 年。
+ Cathy Chen、Niall Murphy、Kranti Parisa、D. Sculley、Todd Underwood。[https://www.amazon.com/Reliable-Machine-Learning-Principles-Production/dp/1098106229](https://www.amazon.com/Reliable-Machine-Learning-Principles-Production/dp/1098106229)。Sebastopol、カリフォルニア: O'Reilly Media、2022 年。

**その他の参考資料**
+ [AWS Well-Architected フレームワーク: Machine Learningレンズ](https://docs.aws.amazon.com/wellarchitected/latest/machine-learning-lens/machine-learning-lens.html)
+ [Detect NLP data drift using custom Amazon SageMaker Model Monitor](https://aws.amazon.com/blogs/machine-learning/detect-nlp-data-drift-using-custom-amazon-sagemaker-model-monitor/) (ブログ記事)
+ [Dynamic A/B testing for machine learning models with Amazon SageMaker MLOps projects](https://aws.amazon.com/blogs/machine-learning/dynamic-a-b-testing-for-machine-learning-models-with-amazon-sagemaker-mlops-projects/) (ブログ記事)

**ツール**
+ [Amazon SageMaker](https://docs.aws.amazon.com/sagemaker/latest/dg/whatis.html)
+ [Data Version Control (DVC)](https://github.com/treeverse/dvc)

**コンサルティング**
+ [AWS [プロフェッショナルサービス]](https://aws.amazon.com/professional-services/)