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Managed Label Studio Hosting

AI & ML

Data labeling platform for machine learning

Label Studio is a multi-type data labeling and annotation platform for training machine learning models. ManageStacks deploys Label Studio with persistent storage, team management, and automated backups.

About Label Studio

Label Studio is an open-source data labeling platform that supports annotation for text, images, audio, video, time series, and multi-modal data. It provides a flexible, configurable interface that adapts to a wide range of machine learning tasks including NER, classification, object detection, and transcription.

With support for pre-annotation using ML backends, quality review workflows, and export to all major ML formats, Label Studio streamlines the data preparation pipeline. It integrates with cloud storage for large datasets and supports team collaboration with task assignment and agreement metrics.

Key Features

  • Multi-data-type labeling: text, image, audio, video
  • Configurable labeling interfaces with templates
  • ML-assisted pre-annotation for faster workflows
  • Annotation review and quality agreement metrics
  • Cloud storage integration for S3, GCS, and Azure
  • Export to COCO, Pascal VOC, YOLO, and custom formats

How ManageStacks Helps

ManageStacks deploys Label Studio with PostgreSQL, persistent file storage, and automated SSL. We handle scaling for large annotation teams and dataset imports so your ML engineers can focus on data quality.

Frequently Asked Questions

Can Label Studio on ManageStacks connect to my cloud storage for datasets?+
Yes. ManageStacks configures Label Studio to connect to your S3, GCS, or Azure Blob storage buckets for importing and syncing large datasets without storing them locally.
Does ManageStacks support ML backends for Label Studio pre-annotation?+
ManageStacks can deploy Label Studio alongside ML backend containers that provide pre-annotations. This accelerates labeling by giving annotators model predictions to review rather than starting from scratch.
How does ManageStacks handle Label Studio backups?+
ManageStacks runs automated daily backups of the PostgreSQL database that stores all projects, annotations, and user data. Uploaded local files are also backed up to persistent storage.