Get insights into your dataset's distribution, diversity, coverage, and more to optimize AI performance. Analyze billions of samples, hosted securely on your infrastructure, whether in the cloud or on-premise.
80% of AI projects fail due to data issues. FiftyOne allows you to systematically inspect, curate, and analyze your datasets to improve model outcomes.
Diversity
Diverse data helps models generalize effectively across real-world conditions and avoid overfitting. Use similarity search and clustering tools to ensure your dataset captures varied, distinct examples.
Snapshots systematically maintain different dataset iterations, ensuring traceability and reproducibility. Schema, tags, and metadata are tracked at the dataset and sample level.
Pinpoint critical dataset issues that quietly sabotage model performance. By enabling rapid diagnosis and targeted data improvements, FiftyOne ensures your models generalize reliably across real-world conditions.
Model drift can degrade performance in production environments. Get active learning workflows to systematically monitor, identify, and correct dataset shifts, ensuring consistent model performance over time.
Model training is never truly complete. With FiftyOne's continuous analysis and embedding-based diagnostics, you can quickly discover and address weaknesses in your data, refining your model iteratively for maximum accuracy.