TensorLayer is a Python library built on TensorFlow that provides abstractions for building and training deep neural networks and reinforcement learning models. It offers implementations of common architectures including CNNs, GANs, DQN, A3C, and other deep learning models for tasks like image classification, object detection, and chatbot development.