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Computer Science

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Jun 21, 2024

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SMS 416 Question 1 Assume that, for the same price  The power of the CPU will double every 18 months,  The power of disk will double every 12 months,  The power of the network connectivity will double every 9 months and  The power of the software will double every 6 months Also assume that the computer power increase is measured by the product of the increase of these four factors. Calculate the growth of the computing power after 6 years. Step 1: Converting months to years CPU – Doubles every 18 months or every 1.5 years Disk – Doubles every 12 months or every 1 years Network Connectivity – Doubles every 9 months or every 0.75 years Software – Doubles every 6 months or every 0.5 years Step 2: Annual Growth Rate CPU – 2^(1/1.5) = 1.587 Disk – 2^(1/1) = 2 Network Connectivity – 2^(1/0.75) = 2.520 Software – 2^(1/0.5) = 4 Step 3: Calculating the growth in 6 years (1 dollar initial value) CPU – (1.587^6)*1 = 16 Disk – (2^6)*1= 64 Network Connectivity – (2.52^6)*1 = 256 Software – (4^6)*1 = 4096 Step 4: Combined Growth 16*64*256*4096 = 1,073,741,824

Question 2 Identify which type of data analytics each of the following applications belongs to. The four types of analytics are: 1. Diagnostic analytics 2. Descriptive Analytics 3. Predictive Analytics 4. Prescriptive Analytics Application Sales Forecasting – Predictive Analytics Analyzing the reasons why the wars in the Middle East and Ukraine are happening concurrently – Diagnostic Analytics Website traffic analysis and heat maps – Descriptive Analytics Analyzing the actions to be taken to stop bad behavior of employees in a company – Prescriptive Analytics Question 3 In the above diagram of a simple feed-forward neural network, assume that every node is implemented using a simple “perceptron” without any looping mechanisms (like the one we discussed in the class). If the training of this network is to be done by solving a non-linear multi- variate regression model with five inputs and four outputs, how many variables would need to be determined in the model to solve the regression problem (train the neural network)? Please show your calculations. 5*7 + 7*7 + 7*4 = 112 7+7+4 = 21 112+21 = 133 Question 4 Netflix – one sided network effects , as more users joined the platform, the company could buy more content

Uber Eats – two sided network effects , the choices or options available of foods depends on the increase of vendors signing up which benefits both consumers and vendors. Apple Mac Laptops – No Network Effects , this is not a company nor a group. X/Twitter – one sided network effects – one sided network effects, the more users join the social media pp the valuable twitter will become as more tweets will be available for users. Ali Pay – one sided network effects – the growth of Ali Pay depends the number of people that use digital transactions. Tiktok – One Sided Network Effects , more users means more relevant and interesting content Question 5 Match the applications with the following architecture/technologies: AI Data Training for Stock Trading – Neuromorphic Computing AI Process Execution for Robotics – Neuromorphic Computing Bitcoin Mining – Quantum Computing The Internet – Client-Server Weather Forecasting – Quantum Computing Genetic Analysis - Supercomputing

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