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OpenML

openml.org

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Spec score 7.4 #10 of 22 in Experiment Tracking

Spec sheet

Purpose
OpenML is an open platform for sharing datasets, algorithms, and experiments for machine learning.Read 4 Oct 2026 · beta.openml.org
API
OpenML offers a REST API for uploading and downloading machine learning resources, with XML and JSON endpoints.Read 4 Oct 2026 · docs.openml.org
Integrations
The documentation lists integrations for Python/scikit-learn, PyTorch, TensorFlow, R, Julia, Rust, and .NET.Read 4 Oct 2026 · docs.openml.org
Support
OpenML lists its community discussions and the contact address [email protected].Read 4 Oct 2026 · beta.openml.org
Access limit
Data can be accessed without an account, subject to rate limits; an account is required to upload and manage resources.Read 4 Oct 2026 · docs.openml.org
Authentication
API authentication uses a key available from a signed-in user's profile.Read 4 Oct 2026 · docs.openml.org
Benchmarking
OpenML provides standardized tasks with predefined train/test splits and fixed evaluation protocols.Read 4 Oct 2026 · beta.openml.org
Citations
OpenML supports DOI generation for datasets, flows, and runs so they can be cited.Read 4 Oct 2026 · beta.openml.org
Datasets
OpenML says its datasets are uniformly formatted, versioned, and ready to load.Read 4 Oct 2026 · beta.openml.org
Experiment tracking
OpenML supports automatic tracking and sharing of pipelines, called flows, and experiment runs.Read 4 Oct 2026 · beta.openml.org
Reproducibility
OpenML tracks experiment metadata including algorithms, hyperparameters, datasets, metrics, and hardware.Read 4 Oct 2026 · beta.openml.org
Who it serves
OpenML describes its community as researchers, developers, data scientists, educators, and enthusiasts.Read 4 Oct 2026 · beta.openml.org

Plans and prices

Free Free Open access; account required to upload resources; rate limits apply to unauthenticated data access Read 4 Oct 2026 · docs.openml.org

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Where Specifiction places it

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