Amazon SageMaker Autopilot vs Lale
Amazon SageMaker Autopilot
aws.amazon.comLale
lale.readthedocs.ioSide by side
| Figure | Amazon SageMaker Autopilot | Lale |
|---|---|---|
| Price from | Free | — |
| Free plan | Yes | — |
| Free trial | Yes | — |
| Open source | — | — |
| Web | Yes | — |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Plans published | 5 | 0 |
| Spec score · AutoML Software | 8.7 (#3) | 7.2 (#19) |
| Integrations | Reviewer evidence describes integrations with Amazon S3, IAM, CloudWatch and ECR, while AWS documents Studio and Canvas integration. | Its operator libraries include support based on scikit-learn, AI Fairness 360, category_encoders, imbalanced-learn, LightGBM, Snap ML, and XGBoost. |
| Purpose | Autopilot automatically creates machine learning models with full visibility and is now in SageMaker Canvas. | Lale is a Python library for semi-automated data science that helps select algorithms and tune pipeline hyperparameters in a type-safe way. |
| What it does | Amazon SageMaker Autopilot automates data inspection, preprocessing, feature engineering, algorithm selection, model training, tuning, evaluation and ranking for machine-learning projects. | Lale is a Python library for semi-automated data science that helps select algorithms and tune pipeline hyperparameters. |
Plans
Amazon SageMaker Autopilot
- On-demandPriced on request
- Savings PlansPriced on request
- Amazon SageMaker AI pay-as-you-goFree
- SageMaker AI Free TierFree
- On-demand SageMaker AIPrice not published
In their own words
Amazon SageMaker Autopilot
Amazon SageMaker Autopilot has no write-up on Specifiction yet; its figures are above.