/store-item-forecasting

Time series forecasting of sales

Primary LanguageJupyter Notebook

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

Screenshot 2022-03-20 at 5 09 22 PM

Sales Forecast (Jan-Mar 2018) in Blue