Purpose. The purpose of this work is to forecast the dynamics of poultry population development over a 2-year period using various models applied to study time series. Methodology/approach. To conduct a comprehensive study on forecasting the number of poultry population, three predictive models were proposed: two based on regression methods, including SARIMAX and FbProphet, and one with a probabilistic approach using GluonTS.