Side by side
Amazon SageMaker Autopilot vs LightAutoML
Both stand on automl software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan APIWeb
Visit Amazon SageMaker Autopilot Free plan LinuxMacSelf-hosted+2
LightAutoML provides automated pipelines and several model types for tabular and text machine-learning tasks. Its current dataset constraint matters if your work depends on multitable data or sequences.
Visit LightAutoMLThe facts
| Amazon SageMaker Autopilot | LightAutoML | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Not published |
| Runs on | API, Web | Linux, Mac, Self-hosted, Web, Windows |
| Lowest paid plan | Free or on request | Free or on request |
| Plans published | 5 | 1 |
| Maker | Not published | Not published |
| Website | aws.amazon.com | lightautoml.readthedocs.io |
| On automl software | #7 of 30 | #11 of 30 |
Amazon SageMaker Autopilot: what it does well
LightAutoML: what it does well
- Open-source under Apache License 2.0.
- Supports classification and regression.
- Offers ready-made presets and custom pipelines.
- Can handle missing values and outliers automatically.
- Optional extras cover NLP and computer vision.
What to know first
- Multitable datasets remain a work in progress.
- Sequences remain a work in progress.
- Current package expects independent samples in each row.
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