Develop a neural network prediction model

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Reference no: EM133335474

Machine Learning

Assignment 1:

The provided dataset "Franchises Dataset" contains data collected from different 100 franchises. The data contains the net profit (million $) for each franchise, the counter sales (million $), the drive-through sales (million $), and the type of the franchise.

Address the following questions:

Question 1: Develop a Neural Network (NN) prediction model for the net profit. Rationalize the chosen structure of the network.

Question 2: What is the forecast of the net profit, if the counter sales are 500,000 $, drive-through sales are 700,000$, and the franchise is a pizza store. Comment on the forecasted value.

Question 3: Simulate the impact of the model variables.

Question 4: Discuss the application of the activation functions and the application of the Feedforward Neural Netwrok.

Question 5: What are the limitations of the model?

Reference no: EM133335474

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