Pre-trained deep learning models are available through various platforms and libraries, such as TensorFlow Hub, PyTorch Hub, and Hugging Face’s Transformers library. These resources offer pre-trained models for tasks like image recognition, machine translation, text generation, and more, enabling developers to utilize state-of-the-art models without starting from scratch.