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On what parameters can change in the weight vector depend?Question 31Answera. Input vector.b.Learning signalc.Learning parametersd.All

Question

On what parameters can change in the weight vector depend?

  1. Input vector.
  2. Learning signal.
  3. Learning parameters.
  4. All.
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Solution

The change in the weight vector can depend on the following parameters:

a. Input Vector: The input vector is the initial data that is fed into the model. The weights are adjusted based on these inputs. If the input vector changes, the weight vector will also change accordingly.

b. Learning Signal: The learning signal is the output or the result that the model is trying to achieve. The difference between the actual output and the desired output (error) is used to adjust the weights. Therefore, changes in the learning signal can lead to changes in the weight vector.

c. Learning Parameters: These are the parameters that control how much the weights are adjusted. They include the learning rate, which determines how quickly or slowly the model learns. Changes in these parameters will affect the weight vector.

d. All: So, the change in the weight vector can depend on all of the above parameters - the input vector, the learning signal, and the learning parameters.

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