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.
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.
