AWS Deep Learning Containers Alternatives (September 2025)

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

Build, train, and deploy machine learning (ML) models for any use case with fully managed infrastructure, tools, and workflows.

Amazon Elastic Container Registry (ECR) is a fully managed Docker container registry that makes it easy to store, share, and deploy container images.

Learn about AWS Inferentia an ML chip presented by AWS.

Amazon Elastic Container Service (Amazon ECS) provides a fully managed container service solution that’s easy to use, scalable, secure, and reliable.

AWS Batch allows developers, scientists, and engineers to efficiently process hundreds of thousands of batch and machine learning computing jobs on AWS.

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

Fully managed Lustre file system integrated with S3 for workloads that require fast access to compute and high throughput such as high performance computing (HPC), media rendering, and machine learning (ML) training data sets.

Capture, process, and store video streams & media streams for computer vision apps, smart home apps, smart city apps, and real-time video analytics.

AWS App Runner helps you deploy and scale from your source code or container image to a secure web application on AWS.

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

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 EMR is a cloud big data platform for running large-scale distributed data processing jobs, interactive SQL queries, and machine learning applications using open-source analytics frameworks such as Apache Spark, Apache Hive, and Presto.

Amazon Comprehend Medical is a a HIPAA-eligible service that uses machine learning to extract health data from medical text.

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

Learn how customers run Kubernetes on Amazon EKS with detailed case studies and videos.

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

Build your AWS Cloud Skills with AWS Training and Certification. Learn AWS online with free digital training, in-person classroom training, virtual classroom training, and private on-site and virtual training. Learn more!

Open source deep learning training platform that enables data scientists to train better models, with built-in hyperparameter tuning and distributed training

Kubeflow makes deployment of ML Workflows on Kubernetes straightforward and automated

Amazon Lightsail is an easy-to-use virtual private server (VPS) that offers simple management of cloud resources such as containers, at low, predictable prices.

AWS IoT Analytics makes it simple to run and operationalize analytics on massive volumes of IoT data, without the cost and complexity of building an IoT analytics platform.

Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use.

Amazon EC2 provides secure, resizable compute in the cloud, offering the broadest choice of processor, storage, networking, OS, and purchase model.

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.

Prepackaged and optimized deep learning containers for developing, testing, and deploying AI applications on TensorFlow, PyTorch, and scikit learn.

Data science and machine learning in the cloud in seconds—Use R and Python with GPUs, Dask clusters, and more

AWS Compute Optimizer recommends more efficient AWS compute resources for your workloads to reduce costs and improve performance.

Amazon MSK is a fully managed, secure, and highly available Apache Kafka service that makes it easy to ingest and process streaming data in real time at a low cost.

Amazon QuickSight is a cloud-native, serverless, business intelligence (BI) with native machine learning (ML) integrations and usage-based pricing, allowing insights for all users.

Amazon Macie is a data security service that uses machine learning (ML) and pattern matching to discover and help protect your sensitive data.

AWS Step Functions lets you orchestrate multiple AWS services into serverless workflows so that you can build and update applications quickly.

Build and test code with automatic scaling, and pay only for the build minutes you use.

AWS CodeDeploy makes it easier for you to rapidly release new features, avoid downtime during application deployment, and handle the complexity of updating your applications.

Driven by the need for greater productivity, lower costs, and more recently being able to scale a remote workforce, organizations around the world are moving their IT workloads to the cloud. Planning a move to the cloud requires upfront pre-migration planning; this is as important as the implementation itself. But it can be daunting to know where to start or what needs to be in place for a successful migration. The Amazon Web Services (AWS) Cloud Adoption Readiness Tool (CART) can help provide insight into your level of readiness and what you can do to improve it.

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

AWS Graviton processors deliver the best price performance for your cloud workloads, optimized for a range of general-purpose, compute, memory, and storage-intensive workloads.

AWS Ground Station is a fully managed service that lets you control satellite communications, downlink and process satellite data, and scale your satellite operations quickly, easily and cost-effectively without having to worry about building or managing your own ground station infrastructure

Amazon EC2 Auto Scaling helps you maintain application availability and define how to scale Amazon EC2 capacity to meet the demands of your application.

Unlock fast and scalable search, monitoring, and analysis for log analytics and website search by deploying and running OpenSearch and ALv2 Elasticsearch.

Amazon Textract is a machine learning (ML) service that uses optical character recognition (OCR) to automatically extract text, handwriting, and data from scanned PDF documents, forms, and tables.

Amazon GameSparks is a fully managed game backend service that manages and scales your cloud infrastructure.

AWS Cloud Development Kit (CDK) is an open-source software development framework used to model and provision your cloud application resources with familiar programming languages.

Docker is a platform designed to help developers build, share, and run container applications. We handle the tedious setup, so you can focus on the code.

Amazon Inspector is an automated vulnerability management service that continually scans AWS workloads for software vulnerabilities and unintended network exposure.

AWS Clean Rooms helps companies and their partners more securely analyze and collaborate on their collective datasets without sharing or copying one another’s underlying data.

Amazon Redshift is a fast, fully managed cloud data warehouse that makes it simple and cost-effective to analyze all your data.

Google Cloud's Tensor Processing Units (TPUs) are custom-built to help speed up machine learning workloads. Contact Google Cloud today to learn more.

Discover, deploy, and publish serverless applications for common use cases including Alexa Skills, chatbots, IoT, web and mobile back-ends, data processing, and more.

Google Cloud's Tensor Processing Units (TPUs) are custom-built to help speed up machine learning workloads. Contact Google Cloud today to learn more.

AWS IoT Greengrass is an open-source edge runtime and cloud service that helps you build, deploy, and manage intelligent device software.

AWS IoT lets you securely connect and manage devices, collect and analyze device data, and build and deploy solutions that drive greater business value.

AWS Local Zones are a type of AWS infrastructure deployment that make it possible to run low latency applications closer to end users or on-premises installations in a specific geography.

Use Amazon Managed Blockchain (AMB) to build with Scalable Blockchain Network at scale without any specialized infrastructure investment.

AWS Glue is a serverless data integration service that makes it easy to discover, prepare, integrate, and modernize the extract, transform, and load (ETL) process.

Amazon MQ is a managed message broker service for Apache ActiveMQ and RabbitMQ that simplifies setup and operation of open-source message brokers on AWS.

AWS App Mesh is an application networking service mesh that lets you more easily monitor and control communications across services.

IBM Container Registry enables you to store and distribute Docker images in a managed, private registry.

Run AWS infrastructure and services on premises for a truly consistent hybrid experience.

AWS Cloud9 is a cloud-based integrated development environment (IDE) that lets you write, run, and debug your code with just a browser.

Amazon GuardDuty is a threat detection service that monitors for malicious activity and anomalous behavior to protect AWS accounts, workloads, and data.

AWS CloudFormation is an infrastructure as code (IaC) service that allows you to easily model, provision, and manage AWS and third-party resources.

balenaOS: An OS optimized for running Docker containers on embedded devices, focusing on reliability and a productive developer workflow.

Amazon SWF is a cloud process flow management application that gives developers tools to coordinate applications across multiple machines.

AWS Device Farm is an application testing service that allows you to test iOS, Android, and web applications on real smartphones, tablets and desktop web browsers.

Store images for all types of container deployments and OCI artifacts, using Azure Container Registry.

Collect streaming data, create a real-time data pipeline, and analyze real-time video and data streams, log analytics, event analytics, and IoT analytics.

Alibaba Cloud Container Service for Kubernetes (ACK) provides enterprise-level high-performance and flexible management of Kubernetes containerized applications throughout the application lifecycle.

AWS Lambda is a serverless compute service for running code without having to provision or manage servers. You pay only for the compute time you consume.

Amazon SQS fully managed message queuing makes it easy to decouple and scale microservices, distributed systems, and serverless applications.

Amazon Kinesis Data Streams is a fully managed, serverless data streaming service that stores and ingests various streaming data in real time at any scale.

AWS Service Catalog helps you create and manage IaC templates approved for use on AWS so anyone can discover approved, self-service cloud resources.

Simple, resilient multi-host containers networking and more. - weaveworks/weave

Amazon DocumentDB is a fast, scalable, and highly available document database that is MongoDB compatible.

AWS Elemental MediaPackage is a video origination and packaging service that securely and reliably delivers streaming content at scale.

Amazon Kinesis Data Analytics helps you easily build Apache Flink apps, streaming Java apps, and real-time SQL queries to get real-time analytics, clickstream analytics, log analytics, event analytics, and iot analytics.

Manage virtual machines and Kubernetes – on-premises, at the edge, or air-gapped – with our flexible platform that reduces ops cost and accelerates delivery of revenue-generating apps.

Oracle Container Registry is a highly available container registry service for storing and sharing container images and artifacts across multiple deployments.

AWS IoT Device Defender makes it easier to maintain, manage, and configure security policies for all your IoT devices. Get the tools to identify and respond to security issues.

EDGENeural.ai is an end-to-end Edge AI platform enabling developers to train, optimize and deploy blazing-fast deep learning models on any hardware, in a matter of weeks.

Amazon AppFlow is an integration service that enables you to securely transfer data between SaaS applications and AWS services without code.

Amazon Athena is a serverless, interactive analytics service that provides a simplified and flexible way to analyze petabytes of data where it lives.

NOTE: In mid-2019 we re-launched and intensified our efforts, deprecating and archiving the old code base of the AWS Service Operator and changing to a community-driven approach. We’re currently in the design phase and invite you to comment on the design issues and become a contributor to the new project, see details at the new GitHub […]

Amazon Timestream is a fast, scalable, serverless time series database service for Internet of Things (IoT) and operational applications that helps you store and analyze time series data.

Serve, Monitor, Manage and Scale your machine learning operations with our enterprise ready MLOps tools. Get a demo or start a trial today. %

Train and deploy ML models and LLMs on top of Kubernetes at the speed of Big Tech with 100% reliability and scalability. Slash production costs by 30-40% and release models to production faster. Training jobs, inference services, GPUs and more on your own infra.

Amazon Elastic File System (EFS) provides a simple, scalable fully managed elastic NFS file system for AWS compute instances.

AWS License Manager makes it easier for you to manage your software licenses from vendors, such as Microsoft, SAP, Oracle, and IBM, across AWS and on-premises environments.

Custom software solutions: web applications, backend systems & enterprise applications. Scala, Java, Big Data, Machine Learning, Blockchain.

Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for developers to add speech to text capability to their applications

AWS CodePipeline automates the build, test, and deploy phases of your release process each time a code change occurs.

AWS Lake Formation makes it easier to centrally govern, secure, and globally share data for analytics and machine learning.

Deeploy creates software to enable interaction between humans and Machine Learning models. With our software ML deployments are manageable, accountable and explainable by design.

Amazon Relational Database Service (RDS) is a fully managed, open-source cloud database service that allows you to easily operate and scale your relational database of choice, including Amazon Aurora, PostgreSQL, SQL Server, and MySQL.

Keras documentation

Portainer is your container management software to deploy, troubleshoot, and secure applications across cloud, datacenter, and Industrial IoT use cases.

Alibaba Cloud Container Registry allows you to manage images throughout the image lifecycle. It provides secure image management, stable image build creation across global regions.

Get the most powerful and easy-to-configure continuous integration and delivery platform.

A place to build your own image recognition AI. Login to implement modern deep learning techniques interactively with no coding at all.