Artificial Intelligence (AI) is reshaping entrepreneurial education by enabling personalized learning pathways that cater to individual learner needs, preferences, and competencies. This chapter explores how AI technologies—such as adaptive learning systems, intelligent tutoring, generative AI, and learning analytics—facilitate customized instruction, real-time feedback, and experiential learning opportunities. Drawing on constructivist, experiential, and cognitive learning theories, the chapter examines the design and implementation of personalized pathways, highlighting case studies that demonstrate improved learner engagement, skill acquisition, and entrepreneurial decision-making. It also addresses key challenges, including data privacy, algorithmic bias, equity, and the balance between AI guidance and human mentorship. Finally, the chapter identifies future directions for research and practice, emphasizing immersive technologies, predictive analytics, and ethical frameworks to enhance the effectiveness and inclusivity of entrepreneurial education.