The Workshop on Translational AI: Journey of Idea from Lab to Practice is a pivotal gathering aimed at bridging the gap between theoretical advancements in artificial intelligence (AI) and their real-world applications. Through insightful discussions and practical demonstrations, this workshop delves into the intricate process of taking innovative AI concepts from the confines of the laboratory to practical implementation in various industries and sectors. Attendees gain valuable insights into the challenges, strategies, and success stories of translating AI research into tangible solutions that positively impact society. With a focus on collaboration and knowledge exchange, this workshop serves as a catalyst for driving innovation and accelerating the adoption of AI technologies in diverse domains.