Machine learning is a blazing topic today. Data scientists love the power of TensorFlow. However, software developers can struggle with a TensorFlow based machine learning solution on Azure. In this talk, I will show you how to use TensorFlow to design a deep learning neural network, train and save the model. I will show how easy it can be to create a service from this model with Azure Machine Learning Service. We will cover data ingestion, experiments, model management and deployment. After this talk, you will have a basic understanding of Azure Machine Learning service, the key concepts and workflows involved and how to integrate with deep learning.