Machine learning on Azure

There are multiple ways to perform machine learning on Azure. Microsoft enables data science to be more accessible to all types of users and empowers data scientists to be more productive. Microsoft provides a suite of technologies for developers, database engineers, and data scientists to create machine learning algorithms. Whatever your level of proficiency and expertise in data science, there is a useful Microsoft service, tool, or framework that can accelerate your machine learning journey.

Figure 3.29 depicts a machine learning landscape within the Microsoft Azure ecosystem. You can use pre-trained models with Azure Cognitive Services and directly integrate them with your applications without the need to set up a data pipeline. You can use popular frameworks such as TensorFlow and Keras in Azure, whether that's by installing them on a virtual machine or using a machine learning workspace. You can choose different platforms such as Azure Machine...