Use ML to predict customer churn using tabular time series transactional event data and customer incident data and customer profile data. This deep learning solution leverages hybrid multi-input bidirectional LSTM model and 1DCNN using the Keras functional API. We detail tabular data pre-processing as well as the modeling and deployment with Azure ML Services and Azure Container Instances.