Deep learning is a subfield of machine learning that involves training artificial neural networks with many layers, to identify and learn increasingly complex features of the data. Unlike other forms of machine learning, deep learning does not require the manual extraction of features from the data, but instead learns these features automatically as part of the training process. This makes it particularly well-suited to tasks such as image recognition, natural language processing, and speech recognition.