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Data Analytics (Eng) / Data Analitika (Ing) - 344

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Given a dataset comprising of instances 1 to 5, which of the following cannot be sub-bagging samples of the dataset? Select all that apply. Negative marking applies to incorrect answers.
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True or false? A CNN can use a softmax activation function.
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A 5x5 image is convolved using a 3x3 filter and a padding of 1. What is the smallest stride that should be used to produce a 3x3 output image?
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If an RNN hidden layer has 4 processing neurons, how many weights (whether hidden state output or bias weights) exist to feedforward the hidden state at time t (current timestamp) to the hidden state at time t+1 (next time stamp)?

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Three ECG probes are placed on 100 patients to monitor their heart pulse. Pulses from these probes are used to automatically diagnose the patients as having arrythmia or not. Each pulse is recorded for a duration of 1 minute at a sampling rate of twice per second. A many-to-one RNN is trained on the pulses to make arrythmia diagnoses and it achieves an accuracy of 95 percent. How many sensing neurons did this RNN have?

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A CNN accepts a 10x10x3 image as input. How many weights (whether input or bias weights) are used in the CNN's first convolutional layer which has 1 filter with height and width both equal to 3 pixels?

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True or false? RNNs can only be used for classification but not regression.
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What is the maximum number of unique gray levels that can be in a 100x100 grayscale image?

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An output neuron has an activation of 1.7. Which of the following could be the neuron's activation function? Incorrect answers will be penalized.
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A CNN has an input image A with dimensions of 9x9x3. A filter F has its height and width both equal to 3 pixels. A padding of 0 and a stride of 3 are used. How many pixels are in the resulting feature map if F is the only filter used to convolve A?
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