Boris Lublinsky

Holden Karau

Trevor Grant

Richard Liu

Ilan Filonenko

If you're training a machine learning model but aren't sure how to put it into production, this book will get you there. Kubeflow provides a collection of cloud native tools for different stages of a model's lifecycle, from data exploration, feature preparation, and model training to model serving. This guide helps data scientists build production-grade machine learning implementations with Kubeflow and shows data engineers how to make models scalable and reliable. Using examples throughout the book, authors Holden Karau, Trevor Grant, Ilan Filonenko, Richard Liu, and Boris Lublinsky explain how to use Kubeflow to train and serve your machine learning models on top of Kubernetes in the cloud or in a development environment on-premises. Understand Kubeflow's design, core components, and the problems it solves Understand the differences between Kubeflow on different cluster types Train models using Kubeflow with popular tools including Scikit-learn, TensorFlow, and Apache Spark Keep your model up to date with Kubeflow Pipelines Understand how to capture model training metadata Explore how to extend Kubeflow with additional open source tools Use hyperparameter tuning for training Learn how to serve your model in production

Kubeflow for Machine Learning

As the civil war in Sri Lanka drew to its bloody end in 2009 the government of this island nation removed its protection from UN officials and employees, who, along with other international observers, were forced to leave the conflict zone. President Mahinda Rajapaksa and his inner circle wanted, it seemed, a war without witness. The end result was the deliberate slaughter of an estimated 70,000 innocent civilians. However, many survivors, and some who died, were able to capture on camera the horrifying conclusion to the war and the cruel deprivations of the internment camps that followed. Today, through their images and testimony, Rajapaksa stands accused of war crimes. In Sri Lanka’s Secrets experienced journalist Trevor Grant presents the shocking story of the final days of this war, alongside the photographs and eye-witness accounts of many Tamils, including Maravan, a social worker who fled to Australia by boat after being tortured by soldiers seeking his folio of photographs. Grant also details the continuing torture and abuse of Tamils in Sri Lanka, and some national governments’ ongoing support for a regime that has abandoned any pretense of democracy. Foremost among these enthusiastic supporters has been the Government of Australia, cynically preoccupied with ‘stopping the boats’ fleeing Sri Lankan state terror. At any cost.

Trevor Grant

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