Learn ARIMA, SARIMA, and SARIMAX from scratchβmaster time series forecasting, model diagnostics, real-world application
What you will learn
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Understand Time Series Fundamentals β Grasp key concepts like trend, seasonality, stationarity, and autocorrelation.
Apply Classical Forecasting Models β Master ARIMA, SARIMA, and SARIMAX for short-term and long-term forecasting.
Preprocess & Transform Data β Handle missing values, apply differencing, Box-Cox transformations, and ensure stationarity.
Evaluate & Optimize Models β Use AIC, BIC, RMSE, and residual diagnostics to fine-tune forecasts for real-world accuracy.
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