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The AWS Deep Learning Amazon Machine Image (AMI) is designed to help you build stable, secure, and scalable deep learning applications on AWS. The AMI comes pre-installed with popular deep learning frameworks. It has GPU drivers and libraries that let you train sophisticated AI models and scale them in the cloud.  The latest release of the AWS Deep Learning AMI is available for Ubuntu and Amazon Linux platforms. The AMI includes several updates, the most notable of which is MXNet 0.11 with Keras Support. MXNet is now available as a backend choice for users running Keras 1.2. MXNet gives you a simple way to set up multiple GPUs for training and superior performance that scales near-linearly. To read more about the benefits of using MXNet as a backend for Keras, refer to NVIDIA’s blog. The AMI also now runs with latest version of TensorFlow , which is version 1.3.0.

Amazon EC2 Spot now allows Amazon EBS-backed instances to be stopped in the event of interruption, instead of being terminated when capacity is no longer available at your preferred price. Spot can then fulfill your request by restarting instances from a stopped state when capacity is available within your price and time requirements. 1). To use this new feature, choose “stop” instead of “terminate” as the interruption behavior when submitting a persistent Spot request. When you choose “stop”, Spot will shut down your instance upon interruption. 2) .The EBS root device and attached EBS volumes are saved, and their data persists. When capacity is available again within your price and time requirements, Spot will restart your instance. 3) .Upon restart, the EBS root device is restored from its prior state, previously attached data volumes are reattached, and the instance retains its instance ID.   4). This feature is available for persistent Spot requests and Spot F

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