* Automatic binpacking - Automatically places containers based on their resource requirements and other constraints, while not sacrificing availability. * Self-healing - Restarts containers that fail, replaces and reschedules containers when nodes die, kills containers that don’t respond to your user-defined health check, and doesn’t advertise them to clients until they are ready to serve. * Horizontal scaling - Scale your application up and down with a simple command, with a UI, or automatically based on CPU usage. * Service discovery and load balancing - No need to modify your application to use an unfamiliar service discovery mechanism. * Secret and configuration management - Deploy and update secrets and application configuration without rebuilding your image and without exposing secrets in your stack configuration. * Automated rollouts and rollbacks - Kubernetes progressively rolls out changes to your application or its configuration, while monitoring application health to ensure it doesn’t kill all your instances at the same time. * Storage orchestration - Automatically mount the storage system of your choice, whether from local storage, a public cloud provider such as GCP or AWS, or a network storage system such as NFS, iSCSI, Gluster, Ceph, Cinder, or Flocker. * Batch execution - In addition to services, Kubernetes can manage your batch and CI workloads, replacing containers that fail, if desired.

* Meet Parsey’s Cousins: Syntax for 40 languages, plus new SyntaxNet capabilities * Wide & Deep Learning: Better Together with TensorFlow * TensorFlow v0.9 now available with improved mobile support * Announcing SyntaxNet: The World’s Most Accurate Parser Goes Open Source * DeepMind moves to TensorFlow * Announcing TensorFlow 0.8 – now with distributed computing support! * Tinker with a Neural Network in Your Browser. * Machine Learning in the Cloud, with TensorFlow * Scaling neural network image classification using Kubernetes with TensorFlow Serving * Train your own image classifier with Inception in TensorFlow.