A comprehensive tutorial on Numpy in Python covers its importance in data science and machine learning. It explains Numpy arrays' advantages over lists, including faster operations and mathematical capabilities. The video demonstrates creating and manipulating arrays, performing mathematical operations, and using functions like reshape and transpose, highlighting Numpy's significance in programming.