Delve into advanced statistical techniques for particle physics data analysis in this comprehensive lecture. Explore cutting-edge methodologies used to interpret complex experimental results, focusing on probability theory, hypothesis testing, and statistical inference. Gain insights into the application of these methods in high-energy physics experiments, learning how to extract meaningful information from large datasets and handle uncertainties in measurements. Enhance your understanding of statistical tools essential for modern particle physics research, including likelihood ratios, confidence intervals, and multivariate analysis techniques. Equip yourself with the knowledge to critically evaluate and interpret experimental data, contributing to the advancement of particle physics research and discovery.