Google Deep Learning Containers vs. MXNet Comparison


Google Deep Learning Containers Google	MXNet The Apache Software Foundation	+	+
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About Build your deep learning project quickly on Google Cloud: Quickly prototype with a portable and consistent environment for developing, testing, and deploying your AI applications with Deep Learning Containers. These Docker images use popular frameworks and are performance optimized, compatibility tested, and ready to deploy. Deep Learning Containers provide a consistent environment across Google Cloud services, making it easy to scale in the cloud or shift from on-premises. You have the flexibility to deploy on Google Kubernetes Engine (GKE), AI Platform, Cloud Run, Compute Engine, Kubernetes, and Docker Swarm.	About A hybrid front-end seamlessly transitions between Gluon eager imperative mode and symbolic mode to provide both flexibility and speed. Scalable distributed training and performance optimization in research and production is enabled by the dual parameter server and Horovod support. Deep integration into Python and support for Scala, Julia, Clojure, Java, C++, R and Perl. A thriving ecosystem of tools and libraries extends MXNet and enables use-cases in computer vision, NLP, time series and more. Apache MXNet is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision-making process have stabilized in a manner consistent with other successful ASF projects. Join the MXNet scientific community to contribute, learn, and get answers to your questions.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Those looking for preconfigured and optimized containers for deep learning environments	Audience Developers and researchers requiring an open-source deep learning framework for research prototyping and production
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Google Founded: 1998 United States cloud.google.com/ai-platform/deep-learning-containers	Company Information The Apache Software Foundation Founded: 1999 United States mxnet.apache.org
Alternatives NVIDIA GPU-Optimized AMI Amazon	Alternatives Deeplearning4j
Gemini Enterprise Agent Platform Google	AWS Deep Learning AMIs Amazon
Fabric for Deep Learning (FfDL) IBM	Horovod
Lambda Lambda.ai	Apache NuttX Apache
Google Cloud Deep Learning VM Image Google View All	Caffe BAIR View All
Categories AI Cloud Providers Supported AI Infrastructure Supported Deep Learning Supported Machine Learning Supported Neural Network Supported	Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported Neural Network Supported
Deep Learning Features Convolutional Neural Networks Supported Document Classification Supported Image Segmentation Supported ML Algorithm Library Not Supported Model Training Supported Neural Network Modeling Supported Self-Learning Supported Visualization Supported
Integrations AWS Elastic Fabric Adapter (EFA) Not Supported AWS Marketplace Not Supported Amazon EC2 Inf1 Instances Not Supported Amazon EC2 P4 Instances Not Supported Amazon Elastic Inference Not Supported Amazon SageMaker Debugger Not Supported Amazon SageMaker Model Building Not Supported Cameralyze Not Supported GPUonCLOUD Not Supported Google Cloud Deep Learning VM Image Not Supported Google Cloud Platform Supported Google Compute Engine Supported Google Kubernetes Engine (GKE) Supported Gradient Not Supported Guild AI Not Supported Horovod Not Supported Kubernetes Supported LeaderGPU Not Supported MLReef Not Supported NVIDIA Triton Inference Server Not Supported Show More Integrations View All 5 Integrations	Integrations AWS Elastic Fabric Adapter (EFA) Supported AWS Marketplace Supported Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported Amazon Elastic Inference Supported Amazon SageMaker Debugger Supported Amazon SageMaker Model Building Supported Cameralyze Supported GPUonCLOUD Supported Google Cloud Deep Learning VM Image Supported Google Cloud Platform Not Supported Google Compute Engine Not Supported Google Kubernetes Engine (GKE) Not Supported Gradient Supported Guild AI Supported Horovod Supported Kubernetes Not Supported LeaderGPU Supported MLReef Supported NVIDIA Triton Inference Server Supported Show More Integrations View All 18 Integrations
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