Google Cloud Deep Learning Containers Alternatives (September 2025)

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

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

Build and deploy scalable containerized apps written in any language (like Go, Python, Java, Node.js, .NET, and Ruby) on a fully managed platform.

GKE is the industry's first fully managed Kubernetes service with full Kubernetes API, 4-way autoscaling, release channels, and multi-cluster support.

A Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines to build, test, and deploy software.

Easily create and run online VMs on Google Cloud. Choose from preset or custom machine types for web servers, databases, AI, and more.

Kubeflow makes deployment of ML Workflows on Kubernetes straightforward and automated

Vision AI uses image recognition to create computer vision apps and derive insights from images and videos with pre-trained APIs. Learn about visual AI tools.

Anthos is the core enterprise technology that empowers Google Kubernetes Engine (GKE) and Google Distributed Cloud (GDC).

Try Vertex AI, a fully-managed AI development platform for building generative AI apps, with access to 130+ foundation models including Gemini 1.5 models.

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.

Browse options for hosting WordPress on Google Cloud.

Cloud Shell is a free online environment, with command-line access for managing your infrastructure and an online code editor for cloud development.

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

Production-Grade Container Orchestration

Analyze text with AI using pre-trained API or custom AutoML machine learning models to extract relevant entities, understand sentiment, and more.

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

Extend Google Cloud’s infrastructure and services to the edge and your data centers.

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

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

Managed Enterprise Container Management for Organizations. We have private and managed container orchestration for Kubernetes, Docker, and more!

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

Powerful model serving and orchestration for your AI & ML projects, without the hassle of managing Kubernetes & cloud infrastructure.

The next generation of Container Registry. Store, manage, and secure your build artifacts.

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

Documentation for TFLearn, a deep learning library featuring a higher-level API for TensorFlow.

A secure, compliant, fully managed service for managing healthcare data in FHIR, HL7v2, and DICOM formats and unstructured text in natural language.

Canonical Kubernetes enterprise solutions build up from Ubuntu OS to hybrid multi-cloud container orchestration clouds, edge and IoT, managed Kubernetes and enterprise support packages.

Learn about AWS Inferentia an ML chip presented by AWS.

Devtron enables swift app containerization, seamless Kubernetes deployment, and peak performance optimization – simplify your app management today!

Simplify your Kubernetes deployment with Kublr. Our platform offers fast and efficient setup and orchestration for small and large scale enterprises.

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.

Access Google Cloud products like BigQuery and Compute Engine from your code using REST APIs.

See how Densify optimizes your cloud and container resources and ensures app and workload performance is optimal.

Experience 10X the Deep Learning performance with NVIDIA DGX-2. Build your own private enterprise-grade AI cloud with virtualization support.

Build, train, deploy and scale AI models and intelligent applications on a resilient and sustainable cloud ecosystem.

Google App Engine lets app developers build scalable web and mobile back ends in any programming language on a fully managed serverless platform.

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.

Save up to 90% on cloud costs compared to hyperscalers. Deploy AI/ML production models easily on the world's largest distributed cloud. Perfect for AI inference, batch processing, molecular dynamics & more.

Container Engine by Oracle provides a developer friendly, container-native, and enterprise-ready managed Kubernetes service for running highly available clusters.

Fast-track your AI initiatives with a supercomputing solution that gives you insights in hours, instead of weeks or months. Learn more.

Easily and securely connect, manage, and ingest data from globally dispersed devices.

The Valohai MLOps platform enables CI/CD for ML and pipeline automation on-prem and any-cloud.

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

Automate the creation and management of Google Cloud Platform resources using this infrastructure deployment service.

A fully managed in-memory service for Redis and Memcached that offers sub millisecond data access, scalability, and high availability.

The Document AI solutions suite includes pretrained models for document processing, Workbench for custom models, and Warehouse to search and store.

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

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

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

CAST AI cuts your cloud bill in half, automates DevOps tasks, and prevents downtime in one Autonomous Kubernetes platform.

Assured Workloads allows customers to confidently secure and configure sensitive workloads to support their regulatory compliance requirements.

Weights & Biases is the leading AI developer platform to train and fine-tune models, manage models from experimentation to production, and track and evaluate GenAI applications powered by LLMs.

Platform teams use Rafay’s PaaS to help developers and data scientists deploy CPU-based and GPU-based workloads in data centers, public clouds, or at the edge.

The SYS-4029GP-TRT GPU system is optimized for AI, deep learning, and/or HPC applications with support of the latest GPU interconnect technologies including NVIDIA® NVLink™.

Deliver content hosted on-premises or in another cloud over Google's high-performance distributed infrastructure.

BigQuery is a serverless, cost-effective, and multicloud data warehouse designed to help you turn big data into valuable business insights. Start free.

Open. Flexible. Built to adapt to your team’s AI needs. DataRobot brings all your generative and predictive workflows together into one powerful platform. Quickly deliver AI that your business needs,, govern all your assets, and tap into world-class AI experts.

Cloud Tools for PowerShell lets you script, automate, and manage Windows workloads running on Google Cloud Platform.

Cloud SDK is a set of tools, including gcloud, gsutil, and bq command-line tools, client libraries & local emulators for developing with Google Cloud.

Azure Kubernetes Service (AKS) is a managed Kubernetes service with hardened security and fast delivery. Deploy and manage containerized applications with AKS.

D2iQ makes it easier to build and run Kubernetes at scale, reducing time to market from months to days.

IBM Cloud Kubernetes Service enables the orchestration of intelligent scheduling, self-healing and horizontal scaling.

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

A collaborative Kubernetes-native development solution that delivers OpenShift workspaces and in-browser IDE for rapid cloud application development.

Build, manage, and secure APIs—for any use case, environment, or scale. Google Cloud's API management solution to operate APIs with high performance.

Google Cloud VPC is global, scalable, and flexible. It provides networking for Compute Engine VM, GKE containers, and the App Engine environment.

Rancher, the open-source multi-cluster orchestration platform, lets operations teams deploy, manage and secure enterprise Kubernetes. Request a demo!

Ingest events into Pub/Sub to stream to BigQuery, data lakes and databases; messaging middleware for streaming analytics and service integrations

Red Hat Runtimes includes a collection of cloud-native runtimes for developing Java or JavaScript applications on OpenShift.

An enterprise application platform powered by Kubernetes that provides the basic functionality of Red Hat OpenShift to run containers in hybrid cloud environments.

Explore Harvester, SUSE's hyperconverged infrastructure solution, to streamline your virtual machine and Kubernetes workloads. Discover cost-effective HCI systems for a modern cloud-native environment.

Spend smart, procure faster and retire committed Google Cloud spend with Google Cloud Marketplace. Browse the catalog of over 2000 SaaS, VMs, development stacks, and Kubernetes apps optimized to run on Google Cloud.

Elevate your business with our AI development services. Enjoy unlimited capabilities of artificial intelligence with our expert AI developers.

Keras documentation

Label your point cloud and image data in a single task. For machine learning teams labeling robotics data at scale. Start your free trial now.

The world’s first data computing platform designed to serve as the foundation for AI-automated discovery.

Reliably lighten the Kubernetes Troubleshooting and Monitoring Workload for your DevOps and Developers.

A fully managed continuous integration, delivery & deployment platform that lets you run fast, consistent, reliable automated builds. Focus on coding.

An industry-standard container runtime with an emphasis on simplicity, robustness, and portability

Optimize your cloud cost, performance and availability while saving time with AI. Use Sedai to optimize compute, storage and data including Kubernetes, AWS Lambda, AWS ECS, AWS EC2, Azure VMs, AWS S3, AWS EBS, Google Dataflow and more. Sedai's Autonomous Cloud Management Platform works across AWS, Azure, GCP and On-Premises and can run in three modes: Datapilot, Copilot and Autopilot.

Programmatically manage access control and configuration settings for your organization and projects in the Google Cloud Platform.

Clarifai is the leading AI orchestration platform to quickly build, manage, orchestrate and operationalize AI on-prem, air-gapped, or in the cloud.

IBM Watson Studio is an IDE to build, run and manage AI models. It is available as SaaS or for self-hosting as part of IBM Cloud Pak for Data.

Build machine learning models in a simplified way with machine learning platforms from Azure. Machine learning as a service increases accessibility and efficiency.

Cloud Storage lets you store data with multiple redundancy options, virtually anywhere.

We build software tailored to your individual needs and offer world-quality engineers - You imagine it - We build it

An end-to-end open source machine learning platform for everyone. Discover TensorFlow's flexible ecosystem of tools, libraries and community resources.

Easily and securely exchange valuable datasets and analytics assets across any organizational boundary with a fully managed service.

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

Ongoing research training transformer models at scale - NVIDIA/Megatron-LM

Oracle Application Container Cloud Service lets you deploy Java SE, Node.js, PHP, Python, Ruby, Go, and .NET Core applications to the Oracle Cloud. You can also deploy Java EE web applications.

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

Cloud Trace is a distributed tracing system that collects latency data from your applications and finds performance bottlenecks in production.

Google Cloud’s new Traffic Director control-plane management tool brings load balancing a resiliency to environments running on a service mesh.

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.

Full dev-to-prod cloud native security platform on Kubernetes, Docker, OpenShift, Fargate, Lambda, AWS & other container platforms

Simplify and accelerate your IT with HPE SimpliVity Hyperconverged, an intelligent, hyper-efficient HCI solution for edge, VDI, and general virtualization workloads.