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Cloud GPU hosting for ML with Gradient notebooks, auto-scaling deployments, and data labeling. Integrates autoML frameworks.
- Pay-as-you-go GPU usage
- Enterprise custom deals
- Focus on cloud compute & MLOps
Open-source model deployment and monitoring framework for Kubernetes. Integrates with autoML pipelines, explanation techniques, etc.
- Community edition free
- Enterprise: custom licensing
- Focus on MLOps & model serving
Azure ML studio for training, deploying, and managing ML models. Includes time series analysis, AutoML, RL integration.
- Pay-as-you-go compute
- No free tier except trial
- Enterprise Azure synergy
End-to-end enterprise ML platform offering anomaly detection, automated feature engineering, and model deployment.
- Custom enterprise solutions
- No free tier
- Focus on automation & enterprise scale
End-to-end data science platform covering model training, anomaly detection, and MLOps pipelines for enterprise teams.
- Enterprise licensing
- No free plan
- Focus on collaborative data science ops
AutoML feature in SageMaker that automatically trains & tunes classification or regression models. Provides explainability & code insights.
- Pay for compute & storage
- No free plan beyond AWS free trial
- Enterprise usage on AWS
Automated model-building within IBM Watson Studio that performs feature engineering, hyperparameter optimization, and model selection.
- Lite tier: 50 capacity hours/month
- Standard: from $99/month
- Enterprise: custom deals
Open-source deep learning training platform with distributed training, hyperparameter search, and autoML features. Acquired by HP.
- Free open source core
- Enterprise HPC solutions custom
- Focus on large-scale training
(Part of Paperspace) Managed ML environment with pre-configured frameworks for autoML, data augmentation, and collaboration.
- Free community tier
- Paid GPU usage from $0.4/hour
- Enterprise solutions custom
AI/ML development platform including anomaly detection models, AutoAI, and collaborative environment for data science.
- Lite tier: 50 capacity hours free
- Standard & Enterprise: from $99/month
- Focus on enterprise AI solutions