b) Design a Deep-Learning architecture using Convolutional Neural Networks as one of a number of components for the task of classifying images into images that contain cats and images that dont. Name the different layers/components of the network; explain what function they have, and provide the cost function used in the output layer to inform back-propagation. Use at least one convolutional layer, one dimensionality reduction layer, and any other layers you deem necessary.

(12 marks)

Question 2: Artificial Neural Networks and Deep Learning Coverall 33 marks] Below is given a training set of eruption duration and time to next eruption for two type of geyser eruptions of The Old Faithful. This will be used for question 2a. X1: Eruption duration (min) X2: Time to next eruption (min) Y: Eruption Type 3.6 1.8 3.3 2.3 4.5 2.9 4.7 3.6 2.0 4.4 1.8 79 54 74 62 85 55 88 85 51 85 54 1 2 1 3 1 2 1 1 3 3 N