Label Studio

Label Studio: Open-source data labeling platform for AI. Supports images, audio, text, video, and time series with ML-assisted labeling.

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What Is Label Studio?

Label Studio is an open-source data labeling platform designed to prepare training data for AI models across various data types including images, audio, text, video, and time series.

Target Audience of Label Studio

data scientistsmachine learning engineersAI researcherstech companiesdevelopers

How To Use Label Studio?

Install Label Studio using PIP, Brew, Git, or Docker as outlined in the Quick Start guide. Set up a project, import your data, configure labeling templates, and start annotating manually or with ML assistance. Integrate with your ML pipeline via API or SDK for seamless workflow.

Core Features of Label Studio

  • Flexible and configurable layouts for diverse datasets and workflows
  • ML-assisted labeling with backend integration for efficiency
  • Integration with cloud storage like S3 and GCP for direct data labeling
  • Support for multiple data types including images, audio, text, video, and time series
  • API, Webhooks, and Python SDK for ML/AI pipeline integration
  • Data Manager with advanced filters to explore and manage datasets
  • Support for multiple projects and users on a single platform

Use Cases of Label Studio

  • Fine-tuning Large Language Models (LLMs) with supervised data labeling
  • Validating AI models through response moderation and comparison
  • Preparing training data for computer vision applications like object detection
  • Labeling audio for speech recognition and emotion analysis
  • Annotating text for NLP tasks such as sentiment analysis and entity extraction
  • Tracking objects in videos with frame-by-frame labeling
  • Segmenting time series data for IoT and sensor-based applications

A More Comprehensive Overview of Label Studio

FAQ from Label Studio

Contact & Company Information of Label Studio

Label Studio Company Name: HumanSignal

MoreAbout HumanSignal Company

Social Media

Label Studio Twitter Link:https://twitter.com/labelstudiohq

Label Studio Labelstud Link:https://slack.labelstud.io/?source=site

Information

Publisher:
Shawn HacksShawn Hacks
Website:labelstud.io
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