AutoML Platforms
Software that automates model selection, tuning and evaluation.
AutoML platforms search model families and hyperparameters for you. They differ less in the search and more in what they return: a score and a pipeline, or a structure you can defend.
What we assess
- Model families covered, and whether time series is handled correctly
- Validation strategy, and whether leakage is prevented by default
- Explainability — post-hoc attribution or interpretable by construction
- Uncertainty reporting
- Deployment and export path
- What the documentation admits it cannot do
Reviews
Individual platform reviews are in preparation. Each will state the version tested, the dataset used and what could not be exercised. Until a platform has been run first-hand, no assessment is published for it.
Background reading: the AutoML hub and Explainable AutoML vs Black-Box AutoML.