Amazon SageMaker Alternatives (January 2026)

The easiest way to build and scale generative AI applications with foundation models.

AWS Deep Learning AMIs provides ML practitioners with curated, secure frameworks, dependencies, and tools to accelerate and scale deep learning in the cloud.

AWS Deep Learning Containers are Docker images preinstalled with deep learning frameworks that make it easy to deploy custom machine learning environments.

Amazon Personalize is an ML service that helps developers quickly build and deploy a custom recommendation engine with real-time personalization and user segmentation.

Amazon Lex is a fully managed AI service for building conversational interfaces into any application. Start creating a chatbot, voice assistant, machine learning-powered IVR, or virtual agent today.

Amazon DevOps Guru is a machine learning service designed to detect abnormal operating patterns so you can identify issues before they impact your customers.

Amazon Rekognition automates image recognition and video analysis for your applications without machine learning (ML) experience.

Amazon Comprehend is a natural-language processing (NLP) service that uses machine learning (ML) to uncover information in unstructured data and text within documents.

The AWS Command Line Interface (CLI) provides a unified tool to manage your AWS services directly from the command line.