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Jimmy Guerrero for Voxel51

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April 8 - Getting Started with Computer Vision Workflows Workshop

Join us on April 8 at 10 AM Pacific for a free, 60-minute, virtual hands-on workshop to learn how to curate, visualize, and evaluate models using the open source FiftyOne app.

Register for the Zoom

What you'll learn:

  • Structure unstructured data. Map data and metadata into a queryable schema for images, videos, and point clouds.
  • Query datasets with the FiftyOne SDK. Create complex views based on model predictions, labels, and custom tags. Use the FiftyOne to filter data based on logical conditions and confidence scores.
  • Visualize high dimensional embeddings. Project features into lower dimensions to find clusters of similar samples. Identify data gaps and outliers using FiftyOne Brain.
  • Automate data curation. Implement algorithmic measures to select diverse subsets for training. Reduce labeling costs by prioritizing high entropy samples.
  • Debug model performance. Run evaluation routines to generate confusion matrices and precision recall curves. Visualize false positives and false negatives directly in the App to understand model failures.
  • Customize FiftyOne. Build custom dashboards and interactive panels. Create specialized views for domain specific tasks.

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