ARIMA Models
AR, MA, ARMA, ARIMA, and SARIMA models - derivation, parameter estimation, Box-Jenkins methodology, diagnostic checking, and Python implementation with statsmodels. The classical forecasting baseline every ML engineer must know.
AR, MA, ARMA, ARIMA, and SARIMA models - derivation, parameter estimation, Box-Jenkins methodology, diagnostic checking, and Python implementation with statsmodels. The classical forecasting baseline every ML engineer must know.
Hierarchical time series forecasting at retail scale - classical methods, gradient boosting, deep learning with TFT, and the engineering behind forecasting millions of SKUs in real time.