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This lecture covers the steps involved in demand forecasting, including the purpose of the forecast, data acquisition and analysis, method selection, making the forecast, and monitoring forecast errors. It also delves into the Holt-Winter model for time series analysis, focusing on trend, seasonality, and model initiation steps.