Sales Forecasting of Stores & Items
A time series forecasting of three months.
Data Sources
Sales @ Kaggle
Holidays @ Kaggle
Unofficial Holidays @ Kaggle
Implementation
- Machine Learning Models
- Hyper-Parameter Tuning of Adaboost
- Facebook's Prophet
- Log Transformation
- Monthly & Yearly Seasonalities
- Consideration of official and unofficial holidays (Black Friday, Cyber Monday)
- Weighted Average Ensemble Learning
Sales Forecast (Jan-Mar 2018) in Blue