Amazon SageMaker Autopilot vs auto-sklearn
Amazon SageMaker Autopilot
aws.amazon.comauto-sklearn
automl.github.ioSide by side
| Figure | Amazon SageMaker Autopilot | auto-sklearn |
|---|---|---|
| Price from | Free | Free |
| Free plan | Yes | Yes |
| Free trial | Yes | — |
| Open source | — | — |
| Web | Yes | — |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | — | Yes |
| Plans published | 5 | 1 |
| Spec score · AutoML Software | 8.7 (#3) | 7.8 (#12) |
| Customization | Users can apply their own transformations alongside more than 300 preconfigured data transformations and customize data splits and training options. | Users can customize metrics, train-validation splits, feature types, and inspect the search procedure. |
| Security | AWS describes its cloud security approach as combining security of the cloud infrastructure with security in the cloud through customer controls. | The opened product documentation describes time and memory resource limits but does not state security certifications or compliance claims. |
| What it does | Amazon SageMaker Autopilot automates data inspection, preprocessing, feature engineering, algorithm selection, model training, tuning, evaluation and ranking for machine-learning projects. | auto-sklearn automates machine learning model fitting and ensemble construction for classification and regression tasks. |
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.
auto-sklearn
auto-sklearn has no write-up on Specifiction yet; its figures are above.