Snorkel AI

Snorkel AI

Snorkel AI provides a platform for data-centric AI applications, particularly focusing on data labeling and management. It streamlines the process of

About Snorkel AI

Snorkel AI provides a platform for data-centric AI applications, particularly focusing on data labeling and management. It streamlines the process of building, managing, and iterating on training data with programmatic labeling solutions.

Pros & Cons

Pros

  • Speeds up the data labeling process significantly through automation
  • Provides robust tools for data management and versioning
  • Supports active learning and model testing with minimal manual intervention.

Cons

  • May require initial onboarding and learning curve for new users unfamiliar with programmatic labeling
  • Limited to environments that can leverage data-centric AI specifically. Could be less useful for those requiring extensive model-centric functionalities.