Aim is to forecast demand based on previous sales data
The dataset used is that of iowa liquor sales from iowa website(https://data.iowa.gov/)
The dataset consisting of 24.6M records with 24 columns (as on sept 2nd 2022) can be found here https://data.iowa.gov/Sales-Distribution/Iowa-Liquor-Sales/m3tr-qhgy
The dataset is used to analyze total spirits sales in Iowa of individual products at the store level.
Followed CRISP-DM Methodology
Business Understanding
Data Understanding
Data Preparation
Modelling
Evaluation
Deployment
The Machine Learning Model used are
ARIMA/SARIMA
Linear Regression
Random Forest
FBProphet
XGBoost
Visualization using Tableau