Here, we chose to build a random forest (RF) regression model for learning the relationships between final grain size and the 5 Phase-field model parameters, namely diameter (P d ), volume fraction (V f ), aspect ratio ( ) of the pinning particles, as well as diffusivity (M ) and surface-to-grain-boundary energy ratio (γ r ).