Are there different types of reinforcements?

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What are the different types of reinforcements? Can you please explain them? Thank you
May 8, 2019 in Machine Learning by Neha
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1 answer to this question.

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There are two types of reinforcements - Positive and negative

Positive:

Its positive reinforcement when an action gives a positive response or increases the machine's strength. 

Advantages of positive reinforcement learning are:

  • Maximizes Performance
  • Sustain Change for a long time

Disadvantages of positive reinforcement learning:

  • Too much Reinforcement can lead to the overload of states which can diminish the results

Negative:

Negative reinforcement is when the negative behavior is killed or stopped.

Advantages of negative reinforcement learning:

  • Increases Behavior
  • Provide defiance to a minimum standard of performance

Disadvantages of negative reinforcement learning:

  • It Only provides enough to meet up the minimum behavior
answered May 8, 2019 by Mishra

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