Deep learning is part of a broader family of machine learning methods based on artificial neural networks with representation learning. In other words, deep learning models can learn to classify concepts from images, text or sound.
In this blog post “Word Meaning and Sentence Meaning in Semantics” you can find more about Deep Learning.