AutoGluon
by Amazon Web Services · open-source · Last verified 2026-03-17
AWS open-source AutoML toolkit that achieves state-of-the-art accuracy on tabular, text, image, and time-series data with minimal code. AutoGluon uses stacked ensembling and neural architecture search to produce production-quality models in minutes.
https://auto.gluon.ai ↗B
B—Above Average
Adoption: BQuality: A+Freshness: ACitations: B+Engagement: F
Specifications
- License
- Apache 2.0
- Pricing
- open-source
- Capabilities
- tabular-automl, multimodal-automl, time-series-forecasting, stacked-ensembling, hyperparameter-optimization
- Integrations
- sagemaker, pytorch, sklearn, xgboost, lightgbm
- Use Cases
- rapid-prototyping, kaggle-competitions, production-tabular-ml, forecasting, image-classification
- API Available
- No
- SDK Languages
- python
- Deployment
- self-hosted, sagemaker, cloud
- Rate Limits
- N/A (open-source)
- Data Privacy
- Self-hosted; data stays local
- Tags
- automl, tabular, multimodal, ensembling, deep-learning
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
62.2Adoption
65
Quality
91
Freshness
83
Citations
72
Engagement
0