Knowledge Hub
What is Causal AI?
Causal approaches empower data scientists to answer questions that cannot be answered using stand...
Causal AI Foundational Concepts
Confounders Fundamentally, confounders are common causes for multiple variables. These variables...
Discovering Causal Relationships
Observational Data In observational studies, researchers observe the exposure and outcome variab...
Estimating Causal Effects
Structural Causal Model Structural causal models (SCMs) are a type of model used in causal infer...
From Models to Decisions
Algorithmic Recourse Suppose you have constructed a causal model that is able to quantify how ex...