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Get started with Ray, the open source distributed computing framework that simplifies the process of scaling compute-intensive Python workloads. With this practical book, Python programmers, data engineers, and data scientists will learn how to leverage Ray locally and spin up compute clusters. You'll be able to use Ray to structure and run machine learning programs at scale.Authors Max Pumperla, Edward Oakes, and Richard Liaw show you how to build machine learning applications with Ray. You'll understand how Ray fits into the current landscape of machine learning tools and discover how Ray continues to integrate ever more tightly with these tools. Distributed computation is hard, but by using Ray you'll find it easy to get started.Learn how to build your first distributed applications with Ray CoreConduct hyperparameter optimization with Ray TuneUse the Ray RLlib library for reinforcement learningManage distributed training with the Ray Train library Use Ray to perform data processing with Ray DatasetsLearn how work with Ray Clusters and serve models with Ray ServeBuild end-to-end machine learning applications with Ray AIR Autorid: Max Pumperla, Edward Oakes, Richard Liaw

Why is it difficult for so many companies to get digital identity right? If you're still wrestling with even simple identity problems like modern website authentication, this practical book has the answers you need. Author Phil Windley provides conceptual frameworks to help you make sense of all the protocols, standards, and solutions available and includes suggestions for where and when you can apply them. By linking current social login solutions to emerging self-sovereign identity issues, this book explains how digital identity works and gives you a firm grasp on what's coming and how you can take advantage of it to solve your most pressing identity problems. VPs and directors will learn how to more effectively leverage identity across their businesses. This book helps you:Learn why functional online identity is still a difficult problem for most companiesUnderstand the purpose of digital identity and why it's fundamental to your business strategyLearn why "rolling your own" digital identity infrastructure is a bad ideaDifferentiate between core ideas such as authentication and authorizationExplore the properties of centralized, federated, and decentralized identity systemsDetermine the right authorization methods for your specific applicationUnderstand core concepts such as trust, risk, security, and privacyLearn how digital identity and self-sovereign identity can make a difference for you and your organization Autorid: Phillip Windley

In the East Falls neighbourhood of Philadelphia, just beyond the northern boundary of the Thomas Jefferson Universitys East Falls campus, stands the Hassrick House (195861), designed by celebrated architect Richard Neutra, an icon of mid-century modern style. Often described as an East Coast interpretation of California Modernism, the Hassrick House is one of only three buildings designed by Neutra within the city limits. Thomas Jefferson Universitys relationship with the house began in the summer of 2015 when Andrew Hart, assistant professor of Architecture in the College of Architecture & the Built Environment initiated a series of summer courses to study the house. The first multidisciplinary group of students engaged in architectural survey, drawing, and photography. Subsequent summer courses refined the architectural drawings, following the Historic American Buildings Survey (HABS) and Historic American Landscape Survey (HALS) standards. Yet another student cohort undertook documentary research to uncover the history of the house and its occupants. Then owners George Acosta and John Hauser were supportive collaborators with students in this process. Neutras architecture and his relationship with the Hassricks - particularly Barbara who emerged as the primary client voice while the house was being designed - captured the hearts, minds, and imaginations of everyone who engaged with the house. As one student recalled, We have all gotten swept away in the stories unfolding from our research. In 2018, Hauser and Acosta sold the property to the university with the understanding that the house would continue to be used for educational purposes. In Georges words, I had come to realize that the students can be the future custodians of that home. They can be the eyes. They can be the archives. In a way, it becomes all of ours to share. This publication chronicles the students findings that shed light on Neutras design process, his collaboration with his clients, as well as the unsung role of Thaddeus Longstreth as Neutras proxy negotiator throughout the design and construction stages. During its approximately 63-year lifespan, the Hassrick House tells a saga of design, dwelling, neglect, restoration, and reinvention today as a laboratory for learning. In many respects, the history of the Hassrick House tells an important story of the modernist movement in the US, both regionally and nationally. Autorid: Suzanna Barucco, Suzanne Singletary, Andrew Hart, Alison Eberhardt

In a stunning visual journey, Lum reveals how Chinatowns across North America are defined by both their evolving architecture and their rich cultural identityPublished with WORK BOOK.Over the past decade, Chinese Canadian photographer Morris Lum (born 1983) has embarked on an extensive exploration of the Chinatown communities scattered across Canada and the United States. Focusing on the architecture and evolution of these enclaves, Lum delves into how "Chinese" identity is shaped and expressed through their structures. Using a large-format camera, he has captured Chinatowns in cities such as Victoria, Vancouver, Calgary, Edmonton, Winnipeg, Toronto, Ottawa, Montreal, Chicago, San Francisco, Los Angeles, New York City and Boston. Through his objective lens, Lum chronicles the rapid transformations these communities face, documenting the shifting architectural and economic landscapes. His colorful photographs offer a poignant visual record, spotlighting both historical and modern-day cultural landmarks—small family-owned businesses, iconic Chinese restaurants and vital community organizations—that define these neighborhoods. Autorid: Morris Lum, Lily Cho, Gabrielle Moser

Add a pop of color and style to your home with these quick crochet pieces! All of the patterns in this book work up in just a few hours, and are great for using up leftover yarn. Crochet colorful dishcloths, trivets, and potholders for the kitchen; a beautiful runner, placemats, and plant hanger for your dining room; and a basket, rug, and more for any room in your house. This is a book you will turn to again and again when looking for a fun, speedy project to add a new burst of life to your home decor. New colors can make all the difference, and with these pieces you can make a whole selection of items for seasonal changes or just to suit your mood. Get your hook ready, and crochet something today! Autorid: Salena Baca, Danyel Pink, Emily Truman

This book tellswith firsthand accounts as well as numerous, never-before-seen photographsthe combat history of German Tiger Tank Battalion 503, the senior Tiger battalion of the German Army, equipped with both the Tiger I and the King Tiger. The unit saw action in the attempted relief of Stalingrad, the tremendous tank engagements at Kursk, and the bitter fighting to relieve German units encircled at the Tscherkassy Pocket. It then defended against the Allies in Normandy in 1944, and ended the war with desperate fighting in Hungary and Austria. Autorid: Franz-Wilhelm Lochmann, Alfred Rubbel, Richard Freiherr Von Rosen

In the fall of 1965, the North Vietnamese Army launched its first major campaign against American forces, targeting, with 4,000 men, the U.S. Special Forces camp at Plei Me in the Central Highlands, where about a dozen green berets were training a few hundred South Vietnamese troops. In response, the U.S. choppered in a relief force of elite soldiers from Project Delta under legendary Chargin Charlie Beckwith and dropped an unprecedented million pounds of munitions just yards from the camps perimeter. The camp held out, but operations in the area continued. Within weeks, the Battle of Ia Drang broke out, the first major battle between the U.S. Army and North Vietnamese regulars. Based on archival research and interviews with veterans, Saliba covers the battle for Plei Me camp in close, vivid, and very human detail. He also gives careful attention to the strategic picture and shows how this clash laid the groundwork for the Battle of Ia Drang. Autorid: J. Keith Saliba