Alibaba Cloud PAI iTAG vs Amazon SageMaker Autopilot
Amazon SageMaker Autopilot
7.3 #6 in ML Experiment Tracking Software
About Amazon SageMaker Autopilot| Alibaba Cloud PAI iTAG | Amazon SageMaker Autopilot | |
|---|---|---|
| Free plan | Yes | |
| Free trial | No | Yes |
| Paid from | Free | |
| Platforms | api, Linux, Web, Windows | api, Web |
| Free plan | Yes | No |
| Supported modalities | image, text, video, audio, multimodal | |
| Model-assisted labeling | Yes | Yes |
| Human review workflows | Yes | |
| Custom ontologies | Yes | |
| Deployment options | cloud | cloud |
| Java standard | jakarta_ee | |
| Deployment model | managed | cloud |
| Clustering | Yes | |
| Admin console | Yes | |
| Container support | Yes | |
| Supported operating systems | Windows; Linux; Anolis OS; Aliyun Linux 2; Aliyun Linux 3; Kylin; Unity Operating System (UOS) | |
| Review workflow | Yes | |
| Deployment | cloud | |
| Feature engineering | Yes | |
| Automated model selection | Yes | |
| Model explainability | Yes | |
| Workflow interface | both | |
| Hosting model | vendor_cloud | |
| Image annotation | Yes | |
| Text annotation | Yes | |
| Audio/video annotation | Yes | |
| API or SDK access | Yes | |
| Storage model | both | |
| SQL analytics | Yes | |
| ACID transactions | Yes | |
| Table format support | open | |
| Streaming ingestion | Yes | |
| Governance catalog | Yes | |
| Data profiling | Yes | |
| Visual workflows | Yes | |
| Scheduled runs | Yes | |
| Online store | Yes | |
| Offline store | Yes | |
| Point-in-time joins | Yes | |
| Serving modes | both | |
| Drift monitoring | Yes | |
| Model performance metrics | Yes | |
| Data quality checks | Yes | |
| Bias monitoring | Yes | |
| Alert channels | Amazon CloudWatch | |
| Run comparison | Yes | |
| Artifact tracking | Yes | |
| Model registry | Yes | |
| API and SDK access | Yes | |
| Experiment tracking | Yes | |
| Pipeline orchestration | Yes | |
| Model serving | Yes | |
| Managed compute | Yes | |
| Forecasting workflows | Yes | |
| Model evaluation | Yes | |
| Automated machine learning | Yes | |
| Deployment mode | batch_and_real-time | |
| Time-series modeling | Yes | |
| Data connectors | 50 | |
| API access | Yes |
Listed together in Best AI Data Labeling Tools