Question: (c) Two different ways of learning the parameters are brute force search and gradient descent. Describe how each works, and briefly discuss any potential issues.

(c) Two different ways of learning the parameters are brute force search and gradient descent. Describe how each works, and briefly discuss any potential issues. Include a sketch illustrating how gradient descent works for a quadratic error function. (8 marks) (d) Is it in general possible to use exhaustive search to find the optimal parameters in a parametric algorithm? Justify your answer. Would it be feasible, in this particular case, to search only sensible solutions? If so, how many values need to be evaluated? (7 marks)

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