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Machine Learning - Interview Questions
List the advantages and limitations of the Temporal Difference Learning Method.
Temporal Difference Learning Method is a mix of Monte Carlo method and Dynamic programming method. Some of the advantages of this method include :
 
* It can learn in every step online or offline.
* It can learn from a sequence which is not complete as well.
* It can work in continuous environments.
* It has lower variance compared to MC method and is more efficient than MC method.


Limitations of TD method are :
 
* It is a biased estimation.
* It is more sensitive to initialization.
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