Choose whether the following statement is true or false: The backpropagation law is also known as the generalized Delta rule.TrueFalse
Question
Choose whether the following statement is true or false:
The backpropagation law is also known as the generalized Delta rule.
True
False
Solution
Step 1: Understanding the Statement
The statement claims that the backpropagation law is also known as the generalized Delta rule. To determine its truth value, it's essential to understand both terms.
Step 2: Definitions
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Backpropagation: This is a supervised learning algorithm used in training artificial neural networks. It computes the gradient of the loss function with respect to the weights of the network by the chain rule, effectively propagating the error backward through the network.
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Generalized Delta Rule: This rule is a specific form of the delta rule, which is used to update weights in neural networks. It accounts for the case of hidden units, thus generalizing the original delta rule for multiple layers in a neural network.
Step 3: Analysis
The backpropagation algorithm can indeed be considered a method that generalizes the delta rule to allow learning in multi-layer neural networks. Essentially, backpropagation applies the principles behind the generalized delta rule, making the statement appear to be true.
Step 4: Conclusion
Considering both definitions and their interrelationship, the statement is True. The backpropagation algorithm is closely related to the generalized Delta rule in the context of neural network training.
Final Answer
True
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