Explain the concept of Intelligent Agents. Discuss agents, environments, rationality, and the structure of agents.

Answer:

An Intelligent Agent is an autonomous entity that perceives its environment through sensors and acts upon it through actuators to achieve goals.

Key concepts:

  • Agent: A function mapping percepts to actions.
  • Environment: The external world the agent interacts with.
  • Percepts: The agent’s perception inputs.
  • Actions: The outputs affecting the environment.

Types of environments:

  • Fully/partially observable
  • Deterministic/stochastic
  • Episodic/sequential
  • Static/dynamic
  • Discrete/continuous

Rationality:

  • A rational agent selects actions that maximize the expected performance measure based on its percept sequence and built-in knowledge.

Agent structure includes:

  1. Simple reflex agents – act only on the current percept.
  2. Model-based reflex agents – maintain internal state.
  3. Goal-based agents – act to achieve goals.
  4. Utility-based agents – maximize a utility function.
  5. Learning agents – improve performance with experience.

Leave a Reply

Your email address will not be published. Required fields are marked *