Artificial Intelligence & Machine Learning
Bias-variance tradeoff is best defined as which of the following?
- A. An AI program designed to emulate the decision-making ability of a human expert in a specific domain.
- B. A configuration value set before training a machine learning model that controls the learning process itself.
- C. A fundamental machine learning concept describing the balance between a model's simplicity and its flexibility to fit data. ✓
- D. A software application that simulates human conversation, often using natural language processing.
Correct answer
C. A fundamental machine learning concept describing the balance between a model's simplicity and its flexibility to fit data.
Explanation
Bias-variance tradeoff refers to a fundamental machine learning concept describing the balance between a model's simplicity and its flexibility to fit data.