Agriculture is the major occupation for the people of Himachal Pradesh. The apple is Himachal Pradesh's important fruit crop, accounting for almost 49% of the total area under fruit crops and 85% of total fruit production. Various price series models viz. HWMS, ARIMA, TDNN and Hybrid ARIMA-TDNN models were tried to price series of apple for Solan Market for study period from January 2008 to December 2020. Best model is selected based on lowest RMSE value. Key results show that Hybrid ARIMA-TDNN models were performs comparatively well over other models for forecasting of apple prices.