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Label Studio

The most flexible open-source data labeling platform to fine-tune AI models.

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What is Label Studio?

Label Studio is an open-source data labeling platform designed to fine-tune LLMs, prepare training data, or validate AI models. It's a flexible tool that supports labeling various data types, including images, audio, text, time series, multi-domain, and videos.

Label Studio enables users to integrate with their ML/AI pipeline directly. Using webhooks and Python SDKs, you can authenticate, create projects, import tasks, and manage model predictions efficiently. It offers configurable layouts and templates that adjust to your dataset and workflow, making it adaptable to different needs.

The platform supports cloud storage connections, allowing you to secure your data through services like S3 and GCP. Additionally, Label Studio offers ML-assisted labeling to expedite the labeling process with AI predictions. Users can manage multiple projects and user roles within one platform.

Use Cases

  • Data Scientists: Preparing and validating training data for AI models.
  • Machine Learning Engineers: Integrating directly with ML pipelines for model predictions.
  • Researchers: Labeling complex datasets for research purposes.
  • Enterprise teams: Managing large-scale data labeling projects collaboratively.
  • AI Developers: Fine-tuning machine learning models with accurately labeled datasets.

Key Features

  • Open Source: Free and customizable tool for data labeling.
  • Multi-Data Type Support: Label images, audio, text, time series, and videos.
  • ML-Assisted Labeling: Speeds up labeling with machine learning predictions.
  • Flexible Configurations: Customizable layouts and templates.
  • Integration Ready: Works with webhooks, Python SDK for seamless pipeline integration.
  • Cloud Storage Connection: Secure data storage with S3 and GCP.
  • Multi-Project Support: Manage multiple projects from a single platform.
  • User Role Management: Define and assign roles for different users.

Pros

Highly customizable: Highly customizable and flexible.

Open-source: Open-source platform, free to use.

Wide data support: Supports a wide range of data types.

Good integration: Integrates well with machine learning pipelines.

Cloud support: Offers cloud storage support.

Efficient labeling: Includes ML-assisted labeling for efficiency.

Multi-user roles: Supports multi-user roles and projects.

Active community: Active community for support and development.

Cons

Technical expertise: May require technical expertise to set up and use efficiently.

Complex for beginners: Advanced features may be complex for beginners.

Pricing

  • Free and open-source

Supported Languages

English

Contact

  • Email: N/A
  • Address:
  • Phone Number:

FAQ

How to use Label Studio?

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To use Label Studio, follow these steps:

Step 1: Install the package by entering pip install -U label-studio in your Python environment. Step 2: Launch Label Studio by entering label-studio in the command line. Step 3: Open your browser to access the Label Studio interface. Step 4: Create a new project and import your dataset. Step 5: Start labeling your data using the customizable templates.

What types of data can I label with Label Studio?

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Is Label Studio free to use?

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Does Label Studio integrate with existing ML/AI pipelines?

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What support is available for Label Studio users?

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Can I use Label Studio for large-scale projects?

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What are the main features of Label Studio?

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What is ML-assisted labeling in Label Studio?

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How can I contribute to Label Studio?

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What kind of technical expertise is needed to use Label Studio?

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Link

Link to Label Studiohttps://labelstud.io

Pricing

Free

Platform

Website

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