From the course: Machine Learning with SageMaker by Pearson

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Module introduction

Module introduction

Welcome to Module 4, ML Solution Monitoring, Maintenance, and Security. In this module, we will focus on the critical practices needed to keep your machine learning solutions reliable, secure, and up-to-date. You'll learn how to monitor models for data drift and performance issues, set up alerts and dashboards for predictive maintenance, and optimize costs using AWS tools like autoscaling and savings plans. We'll also explore best practices for securing ML models and data in SageMaker.

Contents