This article explores modern teaching approaches for probability theory and mathematical statistics in continuing education. It emphasizes the shift
towards innovative methodologies, incorporating digital tools and real-world applications. The effectiveness of these approaches is supported by empirical data and case studies. The article provides guidance for educators and highlights the importance of adapting to evolving teaching environments. Overall, it serves as a comprehensive resource for enhancing teaching practices in these mathematical disciplines.