Chapter 18: LEARNING FROM EXAMPLES
ARTIFICIAL INTELLIGENCE MODERN APPROACH
Visual Summaries
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Table Summary
Core Terminology
Master key academic terminology through active recall and spaced repetition concepts.
Inductive learning
Which form of learning involves finding a general function or rule from specific input-output pairs?
Unsupervised learning
What type of learning occurs when an agent discovers patterns in input data without being provided any explicit feedback?
Clustering
An unsupervised learning task focused on detecting potentially useful groups or clusters within input examples.
Reinforcement learning
What form of learning uses a series of rewards or punishments to indicate the desirability of an agent's actions?
A hypothesis
In supervised learning, what is the term for the function h that the agent discovers to approximate the true function f?
Generalization
What name is given to the ability of a hypothesis to correctly predict outcomes for novel examples not found in the training set?