Ship seaworthiness is a critical factor in maritime engineering, ensuring vessels can navigate safely and efficiently across diverse environmental conditions. This project employs advanced Computational Fluid Dynamics (CFD) calculations, coupled with GPU acceleration, to comprehensively assess ship seaworthiness. Through meticulous CFD simulations, the complex fluid-structure interactions between ships and water bodies are modeled, enabling precise predictions of hydrodynamic forces, fluid flow patterns, and stability parameters crucial for ship performance evaluation. The primary objective is to deepen understanding of ship behavior under various environmental scenarios, including different sea states, vessel speeds, and hull designs. By conducting detailed CFD simulations accelerated by GPUs, potential areas for enhancing ship designs, propulsion systems, and operational strategies can be identified, significantly improving seaworthiness and operational efficiency. Additionally, this approach aims to establish a robust framework for continuous improvement in maritime engineering practices, contributing to safer and more efficient maritime operations globally. The integration of advanced turbulence models and machine learning techniques further enhances the predictive capabilities of our simulations, offering new insights into optimal ship design and performance under challenging conditions.