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AI / ML

  • NOTE ! please keep in mind that while the information presented here provides a solid foundation, the cloud landscape is dynamic. For the most current and accurate details on AWS, Azure, Google Cloud, and Oracle Cloud, we recommend consulting the official documentation and websites of the respective providers.
AI/ML Category AWS Azure GCP OCI
Machine Learning Services Amazon SageMaker Azure Machine Learning Service Google Cloud AI Platform Oracle Machine Learning
AutoML Services Amazon SageMaker Autopilot Azure Machine Learning Automated ML Google Cloud AutoML (Vision, NLP, Tables, etc.) Oracle Machine Learning AutoML
Deep Learning Frameworks AWS Deep Learning AMIs, Amazon SageMaker (Built-in frameworks) Azure Machine Learning (Built-in frameworks), Azure Deep Learning Virtual Machines Google Cloud AI Platform (TensorFlow, PyTorch, etc.) Oracle Cloud Deep Learning (TensorFlow, PyTorch, etc.)
Data Labeling Services Amazon SageMaker Ground Truth Azure Machine Learning Service (Labeling) Google Cloud AI Platform Data Labeling Oracle Machine Learning Data Labeling
Model Deployment Amazon SageMaker Endpoints Azure Machine Learning Service (Azure ML Deployment) Google Cloud AI Platform Prediction Oracle Machine Learning Model Deployment
Model Serving and Inference Amazon SageMaker Inference Azure Machine Learning Service (Azure ML Inference) Google Cloud AI Platform Prediction Oracle Machine Learning Model Serving
AI Model Marketplace AWS Marketplace for Machine Learning Azure Marketplace for AI and Machine Learning Google Cloud AI Marketplace Oracle Cloud Marketplace for AI and Machine Learning
AI Model Versioning Supported Supported Supported Supported
AI Model Monitoring Amazon SageMaker Model Monitor Azure Machine Learning Service (Azure ML Monitor) Google Cloud AI Platform Model Monitoring Oracle Machine Learning Model Monitoring
Natural Language Processing (NLP) Amazon Comprehend Azure Cognitive Services (Language) Google Cloud Natural Language (NLP) Oracle Cloud Natural Language Processing
Computer Vision Amazon Rekognition Azure Cognitive Services (Computer Vision) Google Cloud Vision AI Oracle Cloud Computer Vision
Speech Recognition Amazon Transcribe Azure Cognitive Services (Speech) Google Cloud Speech-to-Text Oracle Cloud Speech Recognition
Conversational AI (Chatbots) Amazon Lex Azure Bot Service Dialogflow (Google Cloud) Oracle Digital Assistant
AI Training Data Amazon SageMaker Data Wrangler, Ground Truth Azure Machine Learning Service (Data Labeling) Google Cloud AI Platform Data Labeling Oracle Machine Learning Data Labeling
AI Model Explainability Amazon SageMaker Clarify Azure Machine Learning Interpret (Explainability) Google Cloud AI Platform Explainable AI Oracle Machine Learning Model Explainability
AI DevOps and MLOps AWS CodePipeline, AWS Step Functions, AWS Lambda Azure DevOps, Azure Machine Learning MLOps Google Cloud AI Platform MLOps Oracle Machine Learning MLOps
GPU Acceleration Amazon EC2 GPU Instances, AWS Inferentia Azure GPU VMs (NVIDIA, AMD) Google Cloud AI Platform GPU Accelerators Oracle Cloud Infrastructure GPU Instances
Model Governance and Compliance Amazon SageMaker Model Registry Azure Machine Learning Model Registry Google Cloud AI Platform Model Registry Oracle Machine Learning Model Registry
AI/ML Cost Management AWS Cost Explorer, AWS Budgets, AWS Trusted Advisor Azure Cost Management, Azure Advisor Google Cloud Cost Management, Cost Explorer Oracle Cloud Cost Analysis, Cost Control
AI/ML Certifications AWS Certified Machine Learning Specialty Microsoft Certified: Azure AI Engineer Associate Google Cloud Professional Machine Learning Engineer Oracle Cloud Infrastructure Certifications (related to AI/ML)