The residential property market is an important part of Ireland’s economy, since it contributes significantly to both the wealth and financial security of people as well as the expansion of the economy as a whole in the nation.

Because the market is always shifting, there is an increasing need for forecasting methodologies that are both precise and trustworthy for residential property values. These forecasts may provide homebuyers, sellers, investors, and policymakers with useful information that can help them make educated choices and establish successful plans. Utilizing the capabilities of machine learning methods to make accurate forecasts on the cost of residential property in Ireland is the objective of this research study (Pallonetto et al., 2019).