Snorkel AI

Programmatic data labeling platform using weak supervision

Data & AnalyticsPaid

Snorkel AI is a data labeling and development platform built on the concept of programmatic data labeling with weak supervision. Instead of manually labeling every data point, teams write labeling functions — noisy heuristics and rules — that Snorkel AI combines into accurate labels at scale. This approach reduces labeling costs by 10-100x and enables rapid iteration on AI training datasets without large annotation teams.

Key Features

• ✓Programmatic labeling
• ✓Weak supervision
• ✓Labeling functions
• ✓Label noise modeling
• ✓Active learning
• ✓MLOps integration