We are excited to announce the updated AWS Well-Architected Machine Learning Lens, now enhanced with the latest capabilities and best practices for building machine learning (ML) workloads on AWS.
The AWS Well-Architected Framework provides architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. The Machine Learning Lens uses the Well-Architected Framework to outline the steps for performing a comprehensive review of your ML architectures.
The updated Machine Learning Lens provides a consistent approach for customers to evaluate architectures across ML workloads, from traditional supervised and unsupervised learning to modern AI applications. This lens addresses common considerations relevant to the complete ML lifecycle, including business goal identification, problem framing, data processing, model development, deployment, and monitoring. The lens incorporates the latest…

