Build highly secure and scalable machine learning platforms to support the fast-paced adoption of machine learning solutions Key Features Explore different ML tools and frameworks to solve large-scale machine learning challenges in the cloud Build an efficient data science environment for data exploration, model building, and model training Learn how to implement bias detection, privacy, and explainability in ML model development Book DescriptionWhen equipped with a highly scalable machine learning (ML) platform, organizations can quickly scale the delivery of ML products for faster business value realization. There is a huge demand for skilled ML solutions architects in different industries, and this handbook will help you master the design patterns, architectural considerations, and the latest technology insights you’ll need to become one. You’ll start by understanding ML fundamentals and how ML can be applied to solve real-world business problems. Once you've explored a few leading problem-solving ML algorithms, this book will help you tackle data management and get the most out of ML libraries such as TensorFlow and PyTorch. Using open source technology such as Kubernetes/Kubeflow to build a data science environment and ML pipelines will be covered next, before moving on to building an enterprise ML architecture using Amazon Web Services (AWS). You’ll also learn about security and governance considerations, advanced ML engineering techniques, and how to apply bias detection, explainability, and privacy in ML model development. By the end of this book, you’ll be able to design and build an ML platform to support common use cases and architecture patterns like a true professional. What you will learn Apply ML methodologies to solve business problems Design a practical enterprise ML platform architecture Implement MLOps for ML workflow automation Build an end-to-end data management architecture using AWS Train large-scale ML models and optimize model inference latency Create a business application using an AI service and a custom ML model Use AWS services to detect data and model bias and explain models Who this book is for This book is for data scientists, data engineers, cloud architects, and machine learning enthusiasts who want to become machine learning solutions architects. You’ll need basic knowledge of the Python programming language, AWS, linear algebra, probability, and networking concepts before you get started with this handbook.
Buddhism is essentially a teaching about liberation - from suffering, ignorance, selfishness and continued rebirth. Knowledge of 'the way things really are' is thought by many Buddhists to be vital in bringing about this emancipation. This book is a philosophical study of the notion of liberating knowledge as it occurs in a range of Buddhist sources. Buddhism, Knowledge and Liberation assesses the common Buddhist idea that knowledge of the three characteristics of existence (impermanence, not-self and suffering) is the key to liberation. It argues that this claim must be seen in the context of the Buddhist path and training as a whole. Detailed attention is also given to anti-realist, sceptical and mystical strands within the Buddhist tradition, all of which make distinctive claims about liberating knowledge and the nature of reality. David Burton seeks to uncover various problematic assumptions which underpin the Buddhist worldview. Sensitive to the wide diversity of philosophical perspectives and interpretations that Buddhism has engendered, this book makes a serious contribution to critical and philosophically aware engagement with Buddhist thought. Written in an accessible style, it will be of value to those interested in Buddhist Studies and broader issues in comparative philosophy and religion.
The Battle of Lake Erie on 10 September 1813 is considered by many to be the most important naval confrontation of the War of 1812. Made famous by the American fleet commander Oliver Hazard Perry's comment, "We have met the enemy and they are ours," the battle marked the U.S. Navy's first successful fleet action and was one of the rare occasions when the Royal Navy surrendered an entire squadron. This book draws on British, Canadian, and American documents to offer a totally impartial analysis of all sides of the struggle to control the lake. New diagrams of the battle are included that reflect the authors' modification of traditional positions of various vessels. The book also evaluates the strategic background and tactical conduct of the British and the Americans and the command leadership exercised by Perry and his British opponent, Commander Robert H. Barclay. Not since James Fenimore Cooper's 1843 book on the subject has the battle been examined in such detail, and not since Alfred Thayer Mahan's 1905 study of the war has there been such a significant reinterpretation of the engagement. First published in hardcover in 1997, the book is the winner of the North American Society for Oceanic History's John Lyman Book Award.
A CAPITAL PLACE...is how the author remembers Minnesota's historic Sandy Lake: important fur-trading hub, promised land to a succession of Native American tribes, 18th-century captial of the Ojibwe Nation, and strategic gateway to the Mississippi River from Lake Superior–route follwed by nearly all the famous men of Minnesota History. In this Reminiscence spanning more than a half-century, Laursen writes of boyhood days on a primitive Sandy Lake fishing resort, of his long struggle to become a writer, of exciting years with a youthful Medtronic and of the inspiring seqence of events which led him and wife to a Bed & Breakfast Inn on the shores of Leech Lake.
This textbook describes in detail the fundamental equations that govern the fate and transport of contaminants in the environment, and covers the application of these equations to engineering design and environmental impact analysis relating to contaminant discharges into rivers, lakes, wetlands, groundwater, and oceans. The third edition provides numerous end-of-chapter problems and an expanded solutions manual. Also introduced in this edition are PowerPoints slides for all chapters so that instructors have a ready-made course. Key distinguishing features of this book include: detailed coverage of the science behind water-quality regulations, state-of-the-art methods for calculating total maximum daily loads (TMDLs) for the remediation of impaired waters, modeling and control of nutrient levels in lakes and reservoirs, design of constructed treatment wetlands, design of groundwater remediation systems, design of ocean outfalls, control of oil spills in the ocean, and the design of systems to control the quality of surface runoff from watersheds into their receiving waters. In addition, the entire book is updated to provide the latest advances in the field of water-quality control. For example, concepts such as mixing zones are expanded to include physical nature and regulatory importance of mixing zones, practical aspects of outfall and diffuser design are also included, specific details of water-quality modeling are updated to reflect the latest developments on this topic, and new findings relating to priority and emerging pollutants are added.
The greatest threat to water quality worldwide is nutrient pollution. Cultural eutrophication by nutrients in sewage, fertilizers, and detergents is feeding massive algal blooms, choking out aquatic life and outpacing heavy metals, oil spills, and other toxins in the devastation wrought upon the world's fresh waters. Renowned water scientists, David W. Schindler and John R. Vallentyne, share their combined 80 years of experience with the eutrophication problem to explain its history and science, and offer real-world solutions for mitigating this catastrophe in the making. For those who have lost sight of Vallentyne's 1974 first edition, Schindler's fully revised and expanded edition is an unambiguous road map for change.
The Wen xuan, compiled by Xiao Tong (501-531), is the oldest surviving anthology of Chinese literary genres. It was one of the primary sources of literary knowledge for educated Chinese in the premodern period, and it is still the essential handbook for specialists in pre-Tang literature. Originally published in 1987. The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.
Glacial Lake Missoula and Its Humongous Floods tells the gripping tale of a huge Ice Age lake that drained suddenly--not just once but repeatedly--and reshaped the landscape of the Northwest. The narrative follows the path of the floodwaters as they raged from western Montana across the Idaho Panhandle, then scoured through eastern Washington and down the Columbia Gorge to the Pacific Ocean.
Global Environments through the Quaternary delves into the environmental changes that have taken place during the Quaternary: the two to three million years during which man has inhabited the Earth. It is essential reading for any students seeking a balanced, objective overview of this truly interdisciplinary subject.
The use of the heat stored in the shallow subsurface for space heating (ground source heat) is widely used in North America and many European nations, such as Sweden, and is regarded as the most important and reliable 'green' space heating technology. In many nations, including Britain, the technology remains poorly understood and under used. This situation is about to change, however, with the UK market for ground source heat pumps growing at over 100% per annum. This book offers practical guidance and will equip engineers, planners and geologists with the fundamental skills to assess and implement this new technology and to introduce them to the science behind thermogeology.
The Word Biblical Commentary delivers the best in biblical scholarship, from the leading scholars of our day who share a commitment to Scripture as divine revelation. This series emphasizes a thorough analysis of textual, linguistic, structural, and theological evidence. The result is judicious and balanced insight into the meanings of the text in the framework of biblical theology. These widely acclaimed commentaries serve as exceptional resources for the professional theologian and instructor, the seminary or university student, the working minister, and everyone concerned with building theological understanding from a solid base of biblical scholarship. Overview of Commentary Organization Introduction—covers issues pertaining to the whole book, including context, date, authorship, composition, interpretive issues, purpose, and theology. Each section of the commentary includes: Pericope Bibliography—a helpful resource containing the most important works that pertain to each particular pericope. Translation—the author’s own translation of the biblical text, reflecting the end result of exegesis and attending to Hebrew and Greek idiomatic usage of words, phrases, and tenses, yet in reasonably good English. Notes—the author’s notes to the translation that address any textual variants, grammatical forms, syntactical constructions, basic meanings of words, and problems of translation. Form/Structure/Setting—a discussion of redaction, genre, sources, and tradition as they concern the origin of the pericope, its canonical form, and its relation to the biblical and extra-biblical contexts in order to illuminate the structure and character of the pericope. Rhetorical or compositional features important to understanding the passage are also introduced here. Comment—verse-by-verse interpretation of the text and dialogue with other interpreters, engaging with current opinion and scholarly research. Explanation—brings together all the results of the discussion in previous sections to expose the meaning and intention of the text at several levels: (1) within the context of the book itself; (2) its meaning in the OT or NT; (3) its place in the entire canon; (4) theological relevance to broader OT or NT issues. General Bibliography—occurring at the end of each volume, this extensive bibliography contains all sources used anywhere in the commentary.
David Thompson's Travels is one of the finest early expressions of the Canadian experience. The work is not only the account of a remarkable life in the fur trade but an extended meditation on the land and Native peoples of western North America. The tale spans the years 1784 to 1807 and extends from the Great Lakes to the Rockies, from Athabasca to Missouri. A distinguished literary work, the Travels alternates between the expository prose of the scientist and the vivid language of the storyteller, animated throughout by a restless spirit of inquiry and sense of wonder. In the first volume of an ambitious three-volume project that will finally bring all of Thompson's writings together, editor William Moreau presents the Travels narrative as it existed in 1850, when the author was forced to abandon his work. Accompanying Moreau's transcription is an introductory essay and a textual introduction, extensive critical annotations, historical and modern maps, and a biographical appendix. The definitive collection of Thompson's works, The Writings of David Thompson will bring one of North American's most important early travellers and surveyors and his world to a whole new generation of readers.
The only guide of its kind! TheComplete Guide to the National Park Lodges is the only definitive guide of its kind––covering every lodge in America's National Parks and Monuments, from luxurious inns to rustic cabins. The authors, National Park experts, tell readers how to leave behind the hassles and headaches and make trip planning painless. Having visited nearly every national park area and lodge in the country, they share their sage advice on how to choose a lodge that will best suit an individual's taste and needs. Now in a new, updated package with over 175 full-color photographs. Packed with firsthand information about each property. Includes room rates, facility information, detailed maps, and so much more!
This important volume reviews the status of investigations aimed at deciphering the geologic, biogeographic, and archaeological records for the Quaternary Era—the last million years of geologic time-for the area of continental United States. Over eighty Quaternary scientists have contributed to the fifty-five chapters divided into four main parts. Part 1 treats the areal geology, with emphasis on the stratigraphy of the glaciated areas east of the Rocky Mountains, unglaciated eastern and central United States, and western United States. Part 2 deals with biogeography: phytogeography and palynology, animal geography and evolution. Part 3 deals with archaeology prehistory in the northeastern states, southeastern states, plains, desert west, and Pacific Coast including Alaska. Part 4 covers many diverse Quaternary studies on—the continental shelves, isotope geochemistry, paleopedology, the geochemistry of some lake sediments, paleohydrology, glaciers and climate, volcanic-ash chronology, paleomagnetism, neo-tectonics, dendrochronology, and theoretical paleoclimatology. Originally published in 1965. The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.
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