Using Deep Learning in Azure Machine Learning
Deep learning is a subclass of machine learning. It is based on artificial neural networks, a programming paradigm inspired by the human biological nervous system, and it enables a computer to learn from a very large amount of observational data.
There are some machine learning problems – such as image recognition, image classification, object detection, speech recognition, and natural language processing – that traditional machine learning techniques do not provide performant solutions for, whereas deep learning techniques do. This chapter will show you the deep learning capabilities available within AML that you can use to solve some of the previously mentioned problems.
In this chapter, we will cover the following topics:
- Labeling image data for training an object detection model by using the AML Data Labeling feature
- Training an object detection model using Azure AutoML
- Deploying an object detection...