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Machine Learning for Physics and Astronomy - Viviana Acquaviva - Bog - Princeton University Press - Plusbog.dk

Machine Learning for Physics and Astronomy - Viviana Acquaviva - Bog - Princeton University Press - Plusbog.dk

A hands-on introduction to machine learning and its applications to the physical sciences As the size and complexity of data continue to grow exponentially across the physical sciences, machine learning is helping scientists to sift through and analyze this information while driving breathtaking advances in quantum physics, astronomy, cosmology, and beyond. This incisive textbook covers the basics of building, diagnosing, optimizing, and deploying machine learning methods to solve research problems in physics and astronomy, with an emphasis on critical thinking and the scientific method. Using a hands-on approach to learning, Machine Learning for Physics and Astronomy draws on real-world, publicly available data as well as examples taken directly from the frontiers of research, from identifying galaxy morphology from images to identifying the signature of standard model particles in simulations at the Large Hadron Collider. - Introduces readers to best practices in data-driven problem-solving, from preliminary data exploration and cleaning to selecting the best method for a given task - Each chapter is accompanied by Jupyter Notebook worksheets in Python that enable students to explore key concepts - Includes a wealth of review questions and quizzes - Ideal for advanced undergraduate and early graduate students in STEM disciplines such as physics, computer science, engineering, and applied mathematics - Accessible to self-learners with a basic knowledge of linear algebra and calculus - Slides and assessment questions (available only to instructors)

DKK 357.00
1

Migrants and Machine Politics - Tariq Thachil - Bog - Princeton University Press - Plusbog.dk

Migrants and Machine Politics - Tariq Thachil - Bog - Princeton University Press - Plusbog.dk

How poor migrants shape city politics during urbanization As the Global South rapidly urbanizes, millions of people have migrated from the countryside to urban slums, which now house one billion people worldwide. The transformative potential of urbanization hinges on whether and how poor migrants are integrated into city politics. Popular and scholarly accounts paint migrant slums as exhausted by dispossession, subdued by local dons, bought off by wily politicians, or polarized by ethnic appeals. Migrants and Machine Politics shows how slum residents in India routinely defy such portrayals, actively constructing and wielding political machine networks to demand important, albeit imperfect, representation and responsiveness within the country’s expanding cities.Drawing on years of pioneering fieldwork in India’s slums, including ethnographic observation, interviews, surveys, and experiments, Adam Michael Auerbach and Tariq Thachil reveal how migrants harness forces of political competition—as residents, voters, community leaders, and party workers—to sow unexpected seeds of accountability within city politics. This multifaceted agency provokes new questions about how political networks form during urbanization. In answering these questions, this book overturns longstanding assumptions about how political machines exploit the urban poor to stifle competition, foster ethnic favoritism, and entrench vote buying.By documenting how poor migrants actively shape urban politics in counterintuitive ways, Migrants and Machine Politics sheds new light on the political consequences of urbanization across India and the Global South.

DKK 293.00
1

Migrants and Machine Politics - Tariq Thachil - Bog - Princeton University Press - Plusbog.dk

Migrants and Machine Politics - Tariq Thachil - Bog - Princeton University Press - Plusbog.dk

How poor migrants shape city politics during urbanization As the Global South rapidly urbanizes, millions of people have migrated from the countryside to urban slums, which now house one billion people worldwide. The transformative potential of urbanization hinges on whether and how poor migrants are integrated into city politics. Popular and scholarly accounts paint migrant slums as exhausted by dispossession, subdued by local dons, bought off by wily politicians, or polarized by ethnic appeals. Migrants and Machine Politics shows how slum residents in India routinely defy such portrayals, actively constructing and wielding political machine networks to demand important, albeit imperfect, representation and responsiveness within the country’s expanding cities.Drawing on years of pioneering fieldwork in India’s slums, including ethnographic observation, interviews, surveys, and experiments, Adam Michael Auerbach and Tariq Thachil reveal how migrants harness forces of political competition—as residents, voters, community leaders, and party workers—to sow unexpected seeds of accountability within city politics. This multifaceted agency provokes new questions about how political networks form during urbanization. In answering these questions, this book overturns longstanding assumptions about how political machines exploit the urban poor to stifle competition, foster ethnic favoritism, and entrench vote buying.By documenting how poor migrants actively shape urban politics in counterintuitive ways, Migrants and Machine Politics sheds new light on the political consequences of urbanization across India and the Global South.

DKK 854.00
1

Machine Learning in Asset Pricing - Stefan Nagel - Bog - Princeton University Press - Plusbog.dk

Machine Learning in Asset Pricing - Stefan Nagel - Bog - Princeton University Press - Plusbog.dk

A groundbreaking, authoritative introduction to how machine learning can be applied to asset pricing Investors in financial markets are faced with an abundance of potentially value-relevant information from a wide variety of different sources. In such data-rich, high-dimensional environments, techniques from the rapidly advancing field of machine learning (ML) are well-suited for solving prediction problems. Accordingly, ML methods are quickly becoming part of the toolkit in asset pricing research and quantitative investing. In this book, Stefan Nagel examines the promises and challenges of ML applications in asset pricing.Asset pricing problems are substantially different from the settings for which ML tools were developed originally. To realize the potential of ML methods, they must be adapted for the specific conditions in asset pricing applications. Economic considerations, such as portfolio optimization, absence of near arbitrage, and investor learning can guide the selection and modification of ML tools. Beginning with a brief survey of basic supervised ML methods, Nagel then discusses the application of these techniques in empirical research in asset pricing and shows how they promise to advance the theoretical modeling of financial markets. Machine Learning in Asset Pricing presents the exciting possibilities of using cutting-edge methods in research on financial asset valuation.

DKK 413.00
1

The Discrete Charm of the Machine - Ken Steiglitz - Bog - Princeton University Press - Plusbog.dk

The Discrete Charm of the Machine - Ken Steiglitz - Bog - Princeton University Press - Plusbog.dk

The genesis of the digital idea and why it transformed civilizationA few short decades ago, we were informed by the smooth signals of analog television and radio; we communicated using our analog telephones; and we even computed with analog computers. Today our world is digital, built with zeros and ones. Why did this revolution occur? The Discrete Charm of the Machine explains, in an engaging and accessible manner, the varied physical and logical reasons behind this radical transformation. The spark of individual genius shines through this story of innovation: the stored program of Jacquard’s loom; Charles Babbage’s logical branching; Alan Turing’s brilliant abstraction of the discrete machine; Harry Nyquist’s foundation for digital signal processing; Claude Shannon’s breakthrough insights into the meaning of information and bandwidth; and Richard Feynman’s prescient proposals for nanotechnology and quantum computing. Ken Steiglitz follows the progression of these ideas in the building of our digital world, from the internet and artificial intelligence to the edge of the unknown. Are questions like the famous traveling salesman problem truly beyond the reach of ordinary digital computers? Can quantum computers transcend these barriers? Does a mysterious magical power reside in the analog mechanisms of the brain? Steiglitz concludes by confronting the moral and aesthetic questions raised by the development of artificial intelligence and autonomous robots. The Discrete Charm of the Machine examines why our information technology, the lifeblood of our civilization, became digital, and challenges us to think about where its future trajectory may lead.

DKK 189.00
1

The Discrete Charm of the Machine - Kenneth Steiglitz - Bog - Princeton University Press - Plusbog.dk

The Discrete Charm of the Machine - Kenneth Steiglitz - Bog - Princeton University Press - Plusbog.dk

The genesis of the digital idea and why it transformed civilizationA few short decades ago, we were informed by the smooth signals of analog television and radio; we communicated using our analog telephones; and we even computed with analog computers. Today our world is digital, built with zeros and ones. Why did this revolution occur? The Discrete Charm of the Machine explains, in an engaging and accessible manner, the varied physical and logical reasons behind this radical transformation. The spark of individual genius shines through this story of innovation: the stored program of Jacquard’s loom; Charles Babbage’s logical branching; Alan Turing’s brilliant abstraction of the discrete machine; Harry Nyquist’s foundation for digital signal processing; Claude Shannon’s breakthrough insights into the meaning of information and bandwidth; and Richard Feynman’s prescient proposals for nanotechnology and quantum computing. Ken Steiglitz follows the progression of these ideas in the building of our digital world, from the internet and artificial intelligence to the edge of the unknown. Are questions like the famous traveling salesman problem truly beyond the reach of ordinary digital computers? Can quantum computers transcend these barriers? Does a mysterious magical power reside in the analog mechanisms of the brain? Steiglitz concludes by confronting the moral and aesthetic questions raised by the development of artificial intelligence and autonomous robots. The Discrete Charm of the Machine examines why our information technology, the lifeblood of our civilization, became digital, and challenges us to think about where its future trajectory may lead.

DKK 228.00
1

The Teacher in the Machine - Anne Trumbore - Bog - Princeton University Press - Plusbog.dk

The Teacher in the Machine - Anne Trumbore - Bog - Princeton University Press - Plusbog.dk

The surprising history of education technology and its political, financial, and social impact on higher education and our world From AI tutors who ensure individualized instruction but cannot do math to free online courses from elite universities that were supposed to democratize higher education, claims that technological innovations will transform education often fall short. Yet, as Anne Trumbore shows in The Teacher in the Machine , the promises of today’s cutting-edge technologies aren’t new. Long before the excitement about the disruptive potential of generative AI–powered tutors and massive open online courses, scholars at Stanford, MIT, and the University of Illinois in the 1960s and 1970s were encouraged by the US government to experiment with computers and artificial intelligence in education. Trumbore argues that the contrast between these two eras of educational technology reveals the changing role of higher education in the United States as it shifted from a public good to a private investment.Writing from a unique insider’s perspective and drawing on interviews with key figures, historical research, and case studies, Trumbore traces today’s disparate discussions about generative AI, student loan debt, and declining social trust in higher education back to their common origins at a handful of elite universities fifty years ago. Arguing that those early educational experiments have resonance today, Trumbore points the way to a more equitable and collaborative pedagogical future. Her account offers a critical lens on the history of technology in education just as universities and students seek a stronger hand in shaping the future of their institutions.

DKK 250.00
1

Back to the Moon - Joseph Silk - Bog - Princeton University Press - Plusbog.dk

Back to the Moon - Joseph Silk - Bog - Princeton University Press - Plusbog.dk

A scientist’s inspiring vision of our return to the Moon as humanity’s next thrilling step in space explorationJust over half a century since Neil Armstrong first stepped foot on the lunar surface, a new space race to the Moon is well underway and rapidly gaining momentum. Laying out a vision for the next fifty years, Back to the Moon is astrophysicist Joseph Silk’s persuasive and impassioned case for putting scientific discovery at the forefront of lunar exploration. The Moon offers opportunities beyond our wildest imaginings, and plans to return are rapidly gaining momentum around the world. NASA aims to build a habitable orbiting space station to coordinate lunar development and exploration, while European and Chinese space agencies are planning lunar villages and the mining of precious resources dwindling here on Earth. Powerful international and commercial interests are driving the race to revisit the Moon, but lunar infrastructures could also open breathtaking vistas onto the cosmos. Silk describes how the colonization of the Moon could usher in a thrilling new age of scientific exploration, and lays out what the next fifty years of lunar science might look like. With lunar telescopes of unprecedented size situated in permanently dark polar craters and on the far side of the Moon, we could finally be poised to answer some of the most profound questions confronting humankind, including whether we are alone in the Universe and what our cosmic origins are. Addressing both the daunting challenges and the immense promise of lunar exploration and exploitation, Back to the Moon reveals how prioritizing science, and in particular lunar astronomy, will enable us to address the deepest cosmic mysteries.

DKK 172.00
1

Back to the Moon - Joseph Silk - Bog - Princeton University Press - Plusbog.dk

Back to the Moon - Joseph Silk - Bog - Princeton University Press - Plusbog.dk

A scientist’s inspiring vision of our return to the Moon as humanity’s next thrilling step in space explorationJust over half a century since Neil Armstrong first stepped foot on the lunar surface, a new space race to the Moon is well underway and rapidly gaining momentum. Laying out a vision for the next fifty years, Back to the Moon is astrophysicist Joseph Silk’s persuasive and impassioned case for putting scientific discovery at the forefront of lunar exploration. The Moon offers opportunities beyond our wildest imaginings, and plans to return are rapidly gaining momentum around the world. NASA aims to build a habitable orbiting space station to coordinate lunar development and exploration, while European and Chinese space agencies are planning lunar villages and the mining of precious resources dwindling here on Earth. Powerful international and commercial interests are driving the race to revisit the Moon, but lunar infrastructures could also open breathtaking vistas onto the cosmos. Silk describes how the colonization of the Moon could usher in a thrilling new age of scientific exploration, and lays out what the next fifty years of lunar science might look like. With lunar telescopes of unprecedented size situated in permanently dark polar craters and on the far side of the Moon, we could finally be poised to answer some of the most profound questions confronting humankind, including whether we are alone in the Universe and what our cosmic origins are. Addressing both the daunting challenges and the immense promise of lunar exploration and exploitation, Back to the Moon reveals how prioritizing science, and in particular lunar astronomy, will enable us to address the deepest cosmic mysteries.

DKK 252.00
1

Fortuna and the Immortality Garden (Machine) - Kara Walker - Bog - Princeton University Press - Plusbog.dk

Fortuna and the Immortality Garden (Machine) - Kara Walker - Bog - Princeton University Press - Plusbog.dk

A gorgeously illustrated book documenting acclaimed artist Kara Walker’s major new installation—“a groundbreaking collaboration merging art and technology” ( New York Times ) Kara Walker is renowned for her bold examinations of the dynamics of power and the exploitation of race and sexuality through her profound work that has appeared in exhibitions around the world. She has created monumental sculptures, including A Subtlety, or the Marvelous Sugar Baby (2014), for the former Domino Sugar refinery in Brooklyn, and Fons Americanus (2019) for Tate Modern’s Turbine Hall. This beautifully designed book documents the creation of Walker’s major new commission, Fortuna and the Immortality Garden (Machine) (2024), at the San Francisco Museum of Modern Art.The installation features eight Black automatons, including the seven-foot-tall prophetess, Fortuna, who responds to each visitor with a choreographed routine and a printed fortune fresh from her mouth. Situated in fields of obsidian—a volcanic glass with deep spiritual properties—the other robotic dolls, or Gardeners, rise and fall, gesture, turn, and clamor—trapped in a never-ending cycle of ritual and struggle. Evoking wonder, reflection, respite, and hope, the work explores the memorialization of trauma, the objectives of technology, and the possibilities of transforming the negative energies that plague contemporary society.This book presents Walker’s working drawings and paintings, photographs of her creative process with collaborators, and detailed images of the final installation. Also included are an illuminating text by Walker, an essay by product designer David A. M. Goldberg, a selection of fashion designer Gary Graham’s notebook pages, an excerpt from Donna Haraway’s influential essay “A Cyborg Manifesto,” experimental short fiction by writer Damani McNeil, and a conversation between Walker and curator Eungie Joo. Exhibition Schedule SFMOMA, San FranciscoJuly 1, 2024–Spring 2026Published by the San Francisco Museum of Modern Art in association with Princeton University Press

DKK 252.00
1

Three Roads Back - Robert D. Richardson - Bog - Princeton University Press - Plusbog.dk

Three Roads Back - Robert D. Richardson - Bog - Princeton University Press - Plusbog.dk

From their acclaimed biographer, a final, powerful book about how Emerson, Thoreau, and William James forged resilience from devastating loss, changing the course of American thought In Three Roads Back , Robert Richardson, the author of magisterial biographies of Ralph Waldo Emerson, Henry David Thoreau, and William James, tells the connected stories of how these foundational American writers and thinkers dealt with personal tragedies early in their careers. For Emerson, it was the death of his young wife and, eleven years later, his five-year-old son; for Thoreau, it was the death of his brother; and for James, it was the death of his beloved cousin Minnie Temple. Filled with rich biographical detail and unforgettable passages from the journals and letters of Emerson, Thoreau, and James, these vivid and moving stories of loss and hard-fought resilience show how the writers’ responses to these deaths helped spur them on to their greatest work, influencing the birth and course of American literature and philosophy.In reaction to his traumatic loss, Emerson lost his Unitarian faith and found solace in nature. Thoreau, too, leaned on nature and its regenerative power, discovering that “death is the law of new life,” an insight that would find expression in Walden . And James, following a period of panic and despair, experienced a redemptive conversion and new ideas that would drive his work as a psychologist and philosopher. As Richardson shows, all three emerged from their grief with a new way of seeing, one shaped by a belief in what Emerson called “the deep remedial force that underlies all facts.”An inspiring book about resilience and the new growth and creativity that can stem from devastating loss, Three Roads Back is also an extraordinary account of the hidden wellsprings of American thought.

DKK 204.00
1

Patterns, Predictions, and Actions - Moritz Hardt - Bog - Princeton University Press - Plusbog.dk

Patterns, Predictions, and Actions - Moritz Hardt - Bog - Princeton University Press - Plusbog.dk

An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impactsPatterns, Predictions, and Actions introduces graduate students to the essentials of machine learning while offering invaluable perspective on its history and social implications. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning. They go on to provide self-contained discussions of causality, the practice of causal inference, sequential decision making, and reinforcement learning, equipping readers with the concepts and tools they need to assess the consequences that may arise from acting on statistical decisions. Provides a modern introduction to machine learning, showing how data patterns support predictions and consequential actionsPays special attention to societal impacts and fairness in decision makingTraces the development of machine learning from its origins to todayFeatures a novel chapter on machine learning benchmarks and datasetsInvites readers from all backgrounds, requiring some experience with probability, calculus, and linear algebraAn essential textbook for students and a guide for researchers

DKK 453.00
1