# Resources
<a name="resources"></a>

**References**
+ David Nigenda, Zohar Karnin, Muhammad Bilal Zafar, Raghu Ramesha, Alan Tan, Michele Donini, and Krishnaram Kenthapadi. 2022. "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, and Tobias Meisen. 2019. "Ablation Studies in Artificial Neural Networks": [arXiv:1901.08644](https://arxiv.org/abs/1901.08644).
+ Brian Babcock, Mayur Datar, and Rajeev Motwani. "Sampling From a Moving Window Over Streaming Data": [Princeton University](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, California: O'Reilly Media, 2022.
+ Cathy Chen, Niall Murphy, Kranti Parisa, D. Sculley, and 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, California: O'Reilly Media, 2022.

**Additional reading**
+ [AWS Well-Architected Framework: Machine Learning Lens](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/) (blog post)
+ [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/) (blog post)

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

**Consulting**
+ [AWS Professional Services](https://aws.amazon.com/professional-services/)