There are two types of reinforcements - Positive and negative
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 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