Amazon SageMaker Autopilot currently supports regression, binary classification, and multi-class classification. SageMaker supports only tabular data formatted in files with comma-separated values. For more information, see Automate model development with Amazon SageMaker Autopilot.
For your use case, you can use Amazon Forecast. Amazon Forecast includes the AutoML feature that trains different models with your target time series, related time series, and item metadata. Amazon Forecast then uses the model with the best accuracy metrics.
How do you analyze Autopilot results in Amazon SageMaker Studio?Accepted Answer
SageMaker Autopilot not generating Model Explainability (SHAP) reportasked 2 months ago
What is SageMaker Autopilot doing when in state "InProgress - AnalyzingData" ?Accepted Answer
Prepare Timeseries data with SageMaker Data Wranglerasked 8 months ago
Export Autopilot model to GovCloud regionasked 5 months ago
How can I use serverless inference with models generated by SageMaker Autopilot?asked 3 months ago
AutoPilot for ForecastingAccepted Answer
Sagemaker Autopilot - unable to connect my dataasked 8 months ago
SageMaker AutoPilot RegionsAccepted Answer
Can I use SageMaker Autopilot for my time-series modeling?Accepted Answerasked 2 years ago