Central to the allure of time series analysis is its adaptability and potency in dissecting datasets composed of observations collected at consistent time intervals. This method illuminates the path to recognizing patterns, predicting future occurrences, and identifying cyclical behaviors within the data, offering a rich tapestry of information for decision-making and strategic planning. Embracing both the time-honored techniques of traditional statistical analysis and the innovative frontiers of AI-based methodologies, we aim to offer a holistic and in-depth understanding of time series analysis.