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The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your...
A compassionate, shame-free guide for your darkest days “A one-of-a-kind book . . . to read for yourself or give to a struggling friend or loved one without the fear that depression and suicidal thoughts will be minimized, medicalized or over-spiritualized.”—Kay Warren, cofounder of Saddleback Church What happens when loving Jesus doesn’t cure you of depression, anxiety, or suicidal thoughts? You might be crushed by shame over your mental illness, only to be told by well-meaning Christians to “choose joy” and “pray more.” So you beg God to take away the pain, but nothing eases the ache inside. As darkness lingers and color drains from your world, you’re left wondering if Go...
Find your magic on the mat! Yoga for Witches connects two powerful spiritual disciplines, with enchanting effects! Witchcraft and yoga share many similarities that are, for the first time, explored in combination in this groundbreaking title from Sarah Robinson, certified yoga instructor and experienced witch. A fully revised and updated second edition to mark the five-year anniversary of the bestselling and much-loved title that launched Sarah Robinson as one of the foremost contemporary authors in witchcraft. Now fully illustrated and featuring ten new asana sequences, including Wheel of the Year, Dark Moon, and Awaken the Chakras, as well as a new introduction by the author. Witchcraft an...
Who should have the right to own land, and how much of it? A Squatter's Republic follows the rise and fall of the land question in the Gilded AgeÑand the rise and fall of a particularly nineteenth-century vision of landed independence. More specifically, the author considers the land question through the anti-monopolist reform movements it inspired in late nineteenth-century California. The Golden State was a squatter's republicÑa society of white men who claimed no more land than they could use, and who promised to uphold agrarian republican ideals and resist monopoly, the nemesis of democracy. Their opposition to land monopoly became entwined with public discourse on Mexican land rights, industrial labor relations, immigration from China, and the rise of railroad and other corporate monopolies.
Marching armies, cavalry raids, guerilla warfare, massacres, towns and farms in flames—the American Civil War, 1861-1865? No—Kansas, 1854-1861. Before there was Bull Run or Gettysburg, there was Black Jack and Osawatomie. Long before events at Fort Sumter ignited the War Between the States, men fought and died on the Prairies of Kansas over the incendiary issue of slavery. “War to the knife and knife to the hilt,” cried the Atchison Squatter Sovereign. “ Let the watchword be ‘Extermination, total and complete.’” In 1854 a shooting war developed between proslavery men in Missouri and free-staters in Kansas over control of the territory. The prize was whether it would be a slav...
150 quick and easy self-care activities especially for busy moms—perfect for even the most chaotic schedule. As a mom, you care—a lot. Whether it be physical, emotional, social, or practical, you’re there to attend to all of your family’s needs. But with so much to take care of, it can be hard to find time to care of yourself. With Self-Care for Moms, you’ll learn how easy it is to incorporate self-care into your own routine in practical, yet meaningful, ways. In this book, you’ll find 150 realistic self-care activities that you can try right away. To help busy moms like you maximize any moment you can find for yourself, each activity is designed to fit easily within a set short ...
The squatter--defined by Noah Webster as one that settles on new land without a title--had long been a fixture of America's frontier past. In the antebellum period, white squatters propelled the Jacksonian Democratic Party to dominance and the United States to the shores of the Pacific. In a bold reframing of the era's political history, John Suval explores how Squatter Democracy transformed the partisan landscape and the map of North America, hastening clashes that ultimately sundered the nation. With one eye on Washington and the other on flashpoints across the West, Dangerous Ground tracks squatters from the Mississippi Valley and cotton lands of Texas, to Oregon, Gold Rush-era California...
The essays in this book are the distillation of years of reflection, writing, lecturing and active participation in the ongoing debate on the cultural identity of the European Union, the vicissitudes of the transatlantic dialogue, the envisioning of new social paradigms, the building of more solid and more relevant bridges of understanding between two continents that have a common Western humanistic tradition albeit synthesized to other cultures in America. While the approach is personal, it remains interdisciplinary and holistic throughout, rooted in the poetic philosophy of history of Giambattista Vico and encompassing literature, philosophy, myth, linguistics and political science, on the...
The Bleeding Kansas period lasts from 1854 when Kansas was opened to white settlement until 1861, when it became a state. What were the people like? Why did thousands of people fight and die over the issue of slavery? Some claim it was only money, but this does not ring true, it had to be more than that for the fighting to be so fierce. During the 1850s, popular votes were used to determine which states were free and which were slave, why didn’t this work? Why was “popular sovereignty” a “living, creeping lie” according to the first Republican President, Abraham Lincoln? And yet, popular sovereignty was the solution proposed by the anti-slavery Northern Democratic Presidential nomi...