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Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. Summary Most machine learning systems that are deployed in the world today learn from human feedback. However, most machine learning courses focus almost exclusively on the algorithms, not the human-computer interaction part of the systems. This can leave a big knowledge gap for data scientists working in real-world machine learning, where data scientists spend more time on data management than on building algorithms. Human-in-the-Loop Machine Learning is a practical guide to optimizing the entire machine learning process, including techniques for annotation, active learning, transfer le...
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This book connects the Black freedom struggle in the United States to liberation movements across the globe.
An exciting account of the origins of the modern world Who formed the first literate society? Who invented our modern ideas of democracy and free market capitalism? The Scots. As historian and author Arthur Herman reveals, in the eighteenth and nineteenth centuries Scotland made crucial contributions to science, philosophy, literature, education, medicine, commerce, and politics—contributions that have formed and nurtured the modern West ever since. Herman has charted a fascinating journey across the centuries of Scottish history. Here is the untold story of how John Knox and the Church of Scotland laid the foundation for our modern idea of democracy; how the Scottish Enlightenment helped ...
The Scottish Invention of America, Democracy and Human Rights is a history of liberty from 1300 BC to 2004 AD. The book traces the history of the philosophy and fight for freedom from the ancient Celts to the medieval Scots to the Scottish Enlightenment to the creation of America. The work contends that the roots of liberty originated in the radical political thought of the ancient Celts, the Scots' struggle for freedom, John Duns Scotus and the Scottish declaration of independence (Arbroath, 1320) that were the primary basis of the American Declaration of Independence and the modern human rights movement.
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Reprint of the original, first published in 1867.