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?