From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep

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Intro: Monitoring and optimization

Intro: Monitoring and optimization

- [Instructor] Hello, guys, and welcome again. In this section, we're going to focus on monitoring and optimizing machine learning models and infrastructure using AWS tools and best practices. We're going to explore the machine learning lens. We're going to also talk about the Amazon CloudWatch and AWS X-ray for tracking model performance, detecting anomalies, and troubleshooting issues. We also cover the Amazon QuickSight, and we're going to introduce SageMaker monitoring, which could be used for continuous model evaluation so that you would ensure reliability and fairness. Also, we're going to discuss some of the regulatory compliance standards for AI systems and AWS services, and this would help the organizations meet their compliance requirements.

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