Are these supervised or unsupervised learning problems? For each of the three problems, state your answer and motivation.

Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
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Question 1
You are a data scientist at Jaffer, a large
supermarket chain. The company has three
years' worth of data on the volume and type of
cereal products sold in the Western Cape region,
along with metadata such as:
Store location and size (in square metres);
Type of store (large or small convenience store);
Customer buying habits, measured as the
frequency with which products were bought in
each department over the last year; and
Median income of the surrounding suburb, in
thousands of Rands.
The standard volume of a cereal box is 3,000
cm3.
You are asked to assist with the following
problems:
Problem 1: Optimise the amount of shelf space to
use for cereal boxes.
Problem 2: Determine which brands of cereal to
sell in which stores.
Problem 3: Identify cereals that are often bought
together so that they can be placed close to one
another on the shelves.
Are these supervised or unsupervised learning
problems? For each of the three problems, state
your answer and motivation.
Transcribed Image Text:Question 1 You are a data scientist at Jaffer, a large supermarket chain. The company has three years' worth of data on the volume and type of cereal products sold in the Western Cape region, along with metadata such as: Store location and size (in square metres); Type of store (large or small convenience store); Customer buying habits, measured as the frequency with which products were bought in each department over the last year; and Median income of the surrounding suburb, in thousands of Rands. The standard volume of a cereal box is 3,000 cm3. You are asked to assist with the following problems: Problem 1: Optimise the amount of shelf space to use for cereal boxes. Problem 2: Determine which brands of cereal to sell in which stores. Problem 3: Identify cereals that are often bought together so that they can be placed close to one another on the shelves. Are these supervised or unsupervised learning problems? For each of the three problems, state your answer and motivation.
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