Label Studio
Label anything — text, images, audio, video
ML frameworks & MLOpsData labellingApache-2.0Runs locallyTypeScriptBeginner
🐳 Docker pulls
📦 PyPI downloads / month
📦 npm downloads / month
🚀 Latest release ·
What is Label Studio?
Label Studio is the open labelling platform for building the training data your model actually needs, with review workflows built in.
Why people choose Label Studio
- Handles every data type in one tool
- Self-hosted: your data never leaves
- Model-assisted labelling to speed things up
Label Studio at a glance
| Category | ML frameworks & MLOps |
| Type | Data labelling |
| License | Apache-2.0 |
| Runs locally | Yes |
| Built with | TypeScript |
| Skill level | Beginner |
| Best for | teams building a dataset instead of buying one |
Latest releases
Open-source alternatives to Label Studio
Other open-source ml frameworks & mlops tools worth comparing:
DagsterOrchestration that thinks in data assets, not tasks
TensorFlowGoogle's deep-learning framework, built for production
PyTorchThe framework nearly every modern AI model is written in
OpenCVThe computer vision library everything else builds on
scikit-learnClassical machine learning, done properly
Apache AirflowSchedule and monitor data pipelines
RayScale Python from a laptop to a cluster
JAXNumPy with autodiff, JIT and TPUs
XGBoostStill the one to beat on tabular data
MLflowTrack experiments and ship models without the spreadsheet
ONNXMove a model between frameworks and runtimes
LightGBMGradient boosting that trains fast on big tables
CVATSerious annotation for computer vision
DVCGit for datasets and models
OptunaFind the right hyperparameters without guessingLabel Studio head-to-head
Label Studio vs DagsterLabel Studio vs TensorFlowLabel Studio vs PyTorchLabel Studio vs OpenCVLabel Studio vs scikit-learnLabel Studio vs Apache AirflowLabel Studio vs RayLabel Studio vs JAXLabel Studio vs XGBoostLabel Studio vs MLflowLabel Studio vs ONNXLabel Studio vs LightGBMLabel Studio vs CVATLabel Studio vs DVCLabel Studio vs Optuna
FAQ
Is Label Studio free?
Label Studio is free and open-source (Apache-2.0 license), so you can use, self-host and modify it at no cost.
Can I run Label Studio locally?
Yes. Label Studio is designed to run on your own machine or server, keeping your data private.
What is the best alternative to Label Studio?
Popular open-source alternatives include Dagster, TensorFlow, PyTorch. See the comparisons above to choose.
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