In this video, I review the basics of stationarity covered in my previous class. Afterwards, I do a deeper dive into time series modeling including:

• Preprocessing time series data
• Facebook Prophet models
• Time series decomposition (trends, seasonality, and holidays)
• Time series forecasting validation

Data Available Here and Code Available Here

• Practical Time Series Analysis by Aileen Nielsen: Chapter 2
• Generate Quick and Accurate Time Series Forecasts using Facebook’s Prophet
• Time Series Analysis with Facebook Prophet: How It Works and How to Use It
• Forecasting Time Series Data with Prophet – Trend Changepoints