Inductive Bias

Sat, 18 Jul 2026 10:02:49 +0000

Definition

Inductive bias represents the inherent preferences or constraints built into a machine learning model that allow it to generalize from training data to unseen data. Without such biases, a model cannot distinguish between valid patterns and noise. In the context of ethics and safety, understanding inductive bias is crucial because biased assumptions can lead to discriminatory outcomes or unfair predictions, necessitating careful auditing and mitigation strategies to ensure equitable AI behavior.

Model Design on English AI Terms Dictionary

Inductive Bias

Definition