Neural Net for estimating starting month of a given employment data series

For this deliverable, I have built a neural network, which can tell the starting month of a given labeled data series. For example, given a series of sales number of iPhone labeled each with month for analyzing, one should be able to tell what could be the month of the first sales point in a given similar dataset (size=10) without labels.

My neural network in this deliverable will be doing the same thing. For this problem, I used an employment dataset of goods producing industry. I downloaded this dataset from the Quandl website. The dataset contains two columns of dates and employment values. The neural net will tell us the month of the first employment data value of given test set.

Libraries used: