Overview
Prophet is an open-source forecasting tool developed by Facebook's Core Data Science team, implemented in R and Python. It utilizes an additive model to forecast time series data, decomposing it into trend, seasonality (yearly, weekly, daily), and holiday effects. Prophet is designed to handle time series with strong seasonal effects and several seasons of historical data, demonstrating robustness to missing data, trend shifts, and outliers. The models are fit in Stan, allowing for fast forecast generation, typically within seconds. It offers automated forecasts that can be fine-tuned with domain knowledge through human-interpretable parameters, making it suitable for applications requiring reliable forecasts for planning and goal setting across various industries. Its architecture allows easy integration with existing data science workflows.