This course gives a practical introduction to deep learning, convolutional and recurrent neural networks, GPU computing, and tools to train and apply deep neural networks for natural language processing, images, and other applications. The course consists of lectures and hands-on exercises. Keras and PyTorch will be used in the exercise sessions.