Explain the role of cross validation in machine learning


Problem

a) While measuring performance of machine learning methods, we measure accuracy, precision, recall etc. Precision signifies what fraction of predictions in favor of a particular class is correct. Explain what recall signifies in similar way.

b) Explain the role of cross validation in machine learning?

c) Explain the concept of gradient descent in your own words within max 4 sentences?

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