Chapter-1
Exercise
Vehicle resale value forecast
f(Number of kms, accident history, model year, Is model in sale right now by company, lease duration, advertising campaigns, errors)
Weekly air passenger traffic distribution
f(weekly traffic data, school holidays, major sporting events, advertising campaigns, competition behaviour, error)
Five steps
Define the problem
Need to forces vehicle resale value. IT should include lease duration so that user can play around for adjusting lease policy in order to maximise profit
It should include advertising campaigns so that it will help sales team to adjust values
Short term forecast will help team for better control of profits
Collect data
Preliminary analysis
Can be done via scatter plot.. to see patterns in the profit as time series data
Create the model
Validate the model