This paper presents an innovative AI-based approach to estimate vessel sailing times in port surroundings. Leveraging historical vessel data. including ship characteristics and weather conditions. the model employs preprocessing techniques to enhance accuracy. https://www.diegojavierfares.com/quick-save-Patinete-electrico-Smartgiro-K2-TITAN-C-800-W-50-kg-13000-mAh-25-km-h-Gris-mega-pick/