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Prodigy

Prodigy is a scriptable annotation tool powered by active learning, enabling rapid iteration in data science projects.

Key Details of Prodigy

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About the application Prodigy

Prodigy is a revolutionary machine teaching tool developed by the makers of spaCy. It's an annotation tool powered by active learning, designed to be so efficient that data scientists can do the annotation themselves. This enables a new level of rapid iteration in data science projects.

Background and Development

Prodigy was developed by the team behind spaCy, a popular library for Natural Language Processing. The tool was designed with the aim of making data annotation more efficient and accessible, allowing data scientists to take full advantage of modern machine learning technologies.

Core Features and Capabilities

Prodigy offers a range of features including Named Entity Recognition, Span Categorization, Text Classification, Dependencies & Relations, Computer Vision, Audio & Video, Model Training, A/B Evaluation, Task Routing, Prompt Engineering, and Large Language Models. These features allow users to label short and long texts, connect words and phrases, classify and segment images, label audio and video files, train new models quickly, conduct fast and rigorous experiments, distribute annotation tasks, and more.

User Experience

The web application of Prodigy is powerful, extensible, and follows modern UX principles. It's designed to help users focus on one decision at a time and keep them engaged – like Tinder for data.

Applications and Use Cases

Prodigy can be used across different scenarios or sectors. It's particularly useful in professional settings where data annotation is required for machine learning projects.

Impact and Future Outlook

Prodigy has made a significant impact in the field of data science by making data annotation more efficient and accessible. The tool continues to evolve, with new features and improvements being added regularly.

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