Which of the following options BEST describes an example of reinforcement learning?

The correct answer is A. A house cleaning robot adjusts the path it takes on a daily basis based on the most efficient route. Reinforcement learning involves an agent learning to make decisions by taking actions that maximize a reward over time. In the example of the house cleaning robot, the robot adjusts its actions (path taken) based on feedback (efficiency and amount of dirt removed), which is…

Machine Learning (ML)

Question

Options

AA house cleaning robot adjusts the path it takes on a daily basis based on the most efficient route
BA financial system that chooses which stocks to buy regularly optimizes based on new changes in
CAn image recognition system regularly searches the internet to find new examples to add to its
DA health warning system uses data from thousands of people to predict who is most likely to

How the community answered

(70 responses)

A
84% (59)
B
4% (3)
C
3% (2)
D
9% (6)

Explanation

Reinforcement learning involves an agent learning to make decisions by taking actions that maximize a reward over time. In the example of the house cleaning robot, the robot adjusts its actions (path taken) based on feedback (efficiency and amount of dirt removed), which is characteristic of reinforcement learning.

Topics

#reinforcement learning#reward-based learning#autonomous agent#ML paradigms

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