Deep learning is a subset of machine learning that uses artificial neural networks to learn from large amounts of data. It has evolved from early neural networks and is now widely used through convolutional neural networks for image and video recognition, generative adversarial networks for image generation, and recurrent neural networks for language processing. Popular frameworks for developing deep learning models include TensorFlow, PyTorch, and Keras.