We are thrilled to announce the new Amazon SageMaker Ready specialization, which validates world-class AWS Partner software products that integrate with Amazon SageMaker and help customers build machine learning solutions. AWS Partners offerings in the specialization include Data Platforms, Data Pre-Processing & Feature Stores, ML Frameworks, MLOps tools, and Business Decisions & Applications. Amazon SageMaker is a fully managed machine learning (ML) service that enables data scientists and developers to quickly build, train, and deploy ML models for any use case into a production-ready hosted environment.