Deep learning speech synthesis is an AI-driven technique that generates human-like speech from text. It utilizes deep neural networks, such as transformers and recurrent neural networks (RNNs), to produce natural-sounding voices for applications like virtual assistants, text-to-speech software, and automated customer service.