This lecture provides an introductory overview of machine learning and highlights its significant applications in the electricity sector. The discussion encompasses key topics such as predictive maintenance,  substation automation and fault detection. These applications illustrate how machine learning can enhance the efficiency, reliability, and proactive management of power grids and substations.