Deep learning (DL) is a branch of Machine learning where algorithms are made up of several layers of neurons to mimic the structure of the brain. Deep Learning is a super specific category of Machine learning and includes models like BERT, GPT-3 and Transformers.
Deep learning models are particularly useful in big data regimes and continue to improve in performance as more data is fed into the model.