In this hands-on lab module, you implement a solution that combines both pre-built artificial intelligence (AI) in the form of various Cognitive Services with custom AI in the form of services built and deployed with Azure Machine Learning service. In the lab, you work with unstructured text and image data and learning how to develop analytics pipelines for various problems such as text summarization, text classification, image detection, optical character recognition (OCR), and sentiment analysis. You learn how to build and train a deep neural net for text classification. You also learn how to deploy multiple kinds of predictive services using Azure Machine Learning and learn to integrate with the Computer Vision API and the Text Analytics API from Cognitive Services. At the end you will be better able to present solutions leveraging Azure Machine Learning service, Azure Machine Learning compute instance, and Cognitive Services.