zzzypia / Auto_time_series

Auto Time Series Analysis using FB Prophet

Time Series forecasting using Prophet

What we Forecast?

Demand forecasting using historical data

Method Used:

• Aggregate to day level
• Identify Changepoints
• Fit trends for different changepoints
• Identify Holiday Performance Pattern (Yet to be implemented)
• Outlier Adjustment (Yet to be implemented)
• Decompose Seasonality for multiple levels
• Find Randomness
• Identify Randomness Pattern (Yet to be implemented)
• Combine the components to obtain fitted values

Required Packages:

• pandas
• numpy
• sklearn
• fbprophet

PreRequisites to run?

Add the dataset path to System Environment

Prophet Package Details

• Prophet package is developed by Facebook Research
• Git Link: https://github.com/facebook/prophet