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FiftyOne

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About

FiftyOne is an open-source tool designed to enhance machine learning workflows by allowing users to visualize datasets and interpret models more effectively. It addresses common challenges like poor data quality and inefficient model evaluation. With capabilities for curating datasets, evaluating models, visualizing embeddings, handling geolocation data, identifying annotation mistakes, and removing redundant images, FiftyOne aims to optimize dataset analysis pipelines. The tool integrates well with popular ML tools and offers a user-friendly interface for exploring datasets. Users can also leverage community resources such as Slack and GitHub for support and collaboration.

Platform
Web
Keywords
machine learningvisualizationopen sourcedatasetmodel evaluation
Task
dataset management
Features

• removing redundant images

• finding annotation mistakes

• working with geolocation

• visualizing embeddings

• evaluating models

• curating datasets

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