The objective of this workshop is to educate participants on using Artificial Intelligence and Machine Learning in monitoring high voltage equipment. It aims to help owners and operators reduce failures and costs while extending the life of their plants. Using various techniques during routine inspections, maintenance, or commissioning phases can assess the condition of distribution equipment. Increasing maintenance frequency, however, may have adverse effects and increase failure rates.