You are tasked with implementing predictive analytics to forecast the demand for electricity in a city based on historical consumption data and weather patterns. The dataset includes 'Date', 'Consumption', 'Temperature', and 'Holiday'. Describe how you would set up a predictive model using Azure Machine Learning in Microsoft Fabric, including the type of model you would choose and the data preprocessing steps necessary.