The consumption function captures one of the key relationships in economic. It expresses consumption as a function of disposal income, where disposal income is income after taxes. The attached file "Midterm-Dataset-1" shows data of average US annual consumption (in $), disposable income (in $) for the years 2000 to 2016, and the job type (1: professional, 0: otherwise).

1. Develop a Neural Network prediction model for consumption.

2. Rationalize the chosen structure of the model.

3. What is the predicted consumption if disposal income is $33,000 for a professional job?

4. Comment on the predicted values

5. What are the limitations of the model?