Cognitive Service for Language has a couple of now generally available capabilities:
Custom named entity recognition allows you to build your own custom entity extractors by providing labelled examples of text to train models.
Custom text classification allows you to create custom classification models with your defined classes. Choose between single-label classification where you can label and predict one class for every document, or multi-label classification that allows you to assign or predict several classes per document.
Learn more.