Question 2 Download the SGEMM GPU kernel performance dataset from the below link. https://archive.ics.uci.edu/ml/datasets/SGEMM+GPU+kernel+performance Perform exploratory...
Fantastic news! We've Found the answer you've been seeking!
Question:
Transcribed Image Text:
Question 2 Download the SGEMM GPU kernel performance dataset from the below link. https://archive.ics.uci.edu/ml/datasets/SGEMM+GPU+kernel+performance Perform exploratory data analysis and identify the parameters. (a) (b) (c) (7 marks) Construct the target parameter by taking the minimum of the performance run times for each data record. Design a linear regression model to estimate the target using only the best FOUR (4) parameters from the dataset. Specify the linear regression equation obtained from learning the dataset. Explain what you infer from observing the linear regression equation. Assess whether scaling the data improves the performance. (12 marks) Assess the performance of the linear regressor by getting the relevant performance metrics. You need to provide any THREE (3) metrics and explain the importance of these metrics. (6 marks) Question 2 Download the SGEMM GPU kernel performance dataset from the below link. https://archive.ics.uci.edu/ml/datasets/SGEMM+GPU+kernel+performance Perform exploratory data analysis and identify the parameters. (a) (b) (c) (7 marks) Construct the target parameter by taking the minimum of the performance run times for each data record. Design a linear regression model to estimate the target using only the best FOUR (4) parameters from the dataset. Specify the linear regression equation obtained from learning the dataset. Explain what you infer from observing the linear regression equation. Assess whether scaling the data improves the performance. (12 marks) Assess the performance of the linear regressor by getting the relevant performance metrics. You need to provide any THREE (3) metrics and explain the importance of these metrics. (6 marks)
Expert Answer:
Answer rating: 100% (QA)
A a Exploratory Data Analysis and Identifying Parameters Exploratory data analysis EDA is the process of examining and summarizing a dataset in order to gain insight into its properties and characteri... View the full answer
Related Book For
Intermediate Accounting
ISBN: 978-0324312140
16th Edition
Authors: James D. Stice, Earl K. Stice, Fred Skousen
Posted Date:
Students also viewed these accounting questions
-
The owner of the business where you work is puzzled. He asks you how he can account for delinquent accounts. You know about the allowance method and the specific charge-off method. Explain why the...
-
You are the new production manager of a small manufacturing company, Baseball Products, Inc., which is located in Little town, Montana. Your company manufactures two primary products: baseball bats...
-
James Company purchased Thomas Manufacturing for $1,000,000 cash on January 1.The book value and fair value of the assets of Thomas as of the date of the acquisition follow: In addition, Thomas had...
-
A room is 6 m by 5 m by 3 m. (a) If the air pressure in the room is 1 atm and the temperature is 300 K, find the number of moles of air in the room. (b) If the temperature rises by 5 K and the...
-
There are approximately 11,000 fish in a lake. Each fish has a 1 in 5500 chance of being albino. Let X be the number of albino fish. a. What is the expected number of albino fish in the lake? b. What...
-
REI sells snowboards. Assume the following information relates to REI's purchases of snowboards during September. During the same month, 102 snowboards were sold. REI uses a periodic inventory...
-
Survival times (days) of fuel rods in a nuclear reactor are as follows: Test at the 0.01 level of significance whether these data are consistent with the assumption of a log-normal distribution of...
-
Even with all of Marriotts brands they still do not have any hotel properties in the truly budget category of lodging. Thats a category occupied by properties such as Days Inn and Budgetel. Why do...
-
The Rolling Department of Jabari Steel Company had 7,407 tons in beginning work in process inventory (90% complete) on October 1. During October, 82,300 tons were completed. The ending work in...
-
A cross-flow molecular filtration device equipped with a mesoporous membrane is used to separate the enzyme lysozyme from a fermentation broth, as shown in the figure (right column). Water at...
-
During the 2019 taxation year, a corporation sells a depreciable asset with a capital cost of $130,000 for $140,0000. The asset had a net book value in the accounting records of $112,000. It was not...
-
How do emerging technologies, such as blockchain-based distributed ledger systems and decentralized finance (DeFi) protocols, revolutionize the landscape of Electronic Funds Transfer (EFT) by...
-
Endeavor Corp. has provided the following sales forecast for the first half of the year: Month Sales ( in $ ) January 5 0 , 0 0 0 February 6 0 , 0 0 0 March 7 0 , 0 0 0 April 8 0 , 0 0 0 May 9 0...
-
What would the following line of C# code produce? Console.WriteLine("{2} {0} {1}", "a", "b" "c"); O {2} {0} {1} a b c O abc O cab O bac
-
i local n_local m_local local_var m Draw a stack frame. Write the variable name and enter the hex value of each stack slot (if the value is known) after the completing following instructions. n equ...
-
When Jane and Patrick Baker were house hunting five years ago, the fixed rate on a 30-year mortgage was 6% with monthly compounding. After checking many places, they finally decided to buy a home for...
-
What is the trend in this run chart? What are the bottleneck can you see? 20 20 Seconds 15 10 10 5 Task 2 Completion (Bottle Neck) 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Units...
-
An access route is being constructed across a field (Figure Q8). Apart from a relatively firm strip of ground alongside the field's longer side AB, the ground is generally marshy. The route can...
-
The company began the year with a balance in its equipment account of $765,000. During the year, equipment with an original cost of $87,000 was sold. The ending balance in the equipment account was...
-
The information below was provided relative to the pension plan for Atlas Wholesale Company for the years 20082010: Instructions: 1. Compute the amount of net periodic pension expense for each of the...
-
A building has a cost of $500,000 and accumulated depreciation of $40,000. The current value of the building is estimated to be $120,000. The building is expected to generate net cash inflows of...
-
The swinging spring is an example of a two degree-of-freedom system with a cubic nonlinearity. Indicate whether the statement presented is true or false. If true, state why. If false, rewrite the...
-
The period of free vibrations of a nonlinear system depends upon initial conditions. Indicate whether the statement presented is true or false. If true, state why. If false, rewrite the statement to...
-
A mass attached to a linear spring sliding on a surface with Coulomb damping is an example of a nonlinear system. Indicate whether the statement presented is true or false. If true, state why. If...
Study smarter with the SolutionInn App