The AWS Deep Learning AMIs for Ubuntu and Amazon Linux now come with a custom build of TensorFlow 1.9 optimized for high performance training, the latest Apache MXNet 1.2 that includes several performance and usability improvements, the new Keras 2-MXNet backend with high performance multi-GPU training support, and the new MXBoard tool for improved debugging and visualization of MXNet training models.