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This book provides a comprehensive foundation of machine learning. To answer the questions of what to learn, how to learn, what to get from learning, and how to evaluate, as well as what is meant by learning, the book focuses on the fundamental basics of machine learning, its methodology, theory, algorithms, and evaluations, together with some philosophical thinking on comparison between machine learning and human learning for machinery intelligence.The book is organized as follows: Introduction (Chapter 1), Evaluation (Chapter 2), Supervised learning (Chapters 3, 4, and 5), Unsupervised learning (Chapter 6), Representation learning (Chapter 7), Problem decomposition (Chapter 8), Ensemble learning (Chapter 9), Deep learning (Chapter 10), Application (Chapter 11), and Challenges (Chapter 12).The book can be used as a textbook for college, undergraduate, graduate and PhD students majored in computer science, automation, electronic engineering, communication, ect. It can also be used as

一舉打進英國國家圖書獎決選名單！深受大小朋友喜愛的大衛威廉斯再次以明快節奏與機智妙語，將主角及讀者送進一所與世隔絕的神祕學校，那裡不僅有難以下嚥的營養午餐及古怪可疑的老師，還有一個石破天驚的秘密…The new children's book from No. 1 bestselling author David Walliams - a timeless adventure illustrated by artistic genius, Tony Ross.On a volcanic island, in the middle of shark-infested waters, stands The Cruel School. The lessons are appalling, the school dinners are revolting and the teachers are terrifying - especially the mysterious Science teacher Doctor Doktur.When Larker is sent to the school, she quickly realises something very odd is going on...something involving Doctor Doktur, a pair of strange spectacles, and a 'Monsterfication Machine'. And ultimately she finds herself face to face with a real life Megamonster.There seems to be no escape - but for Larker, nothing is impossible...

Hey, water! I know you! You're all around. Join a young girl as she explores her surroundings and sees that water is everywhere. But water doesn't always look the same, it doesn't always feel the same, and it shows up in lots of different shapes.Water can be a lake, it can be steam, it can be a tear, or it can even be a snowman. As the girl discovers water in nature, in weather, in her home, and even inside her own body, water comes to life, and kids will find excitement and joy in water and its many forms. This book is conversational in tone and good to read aloud, but full of scientific facts narrated from a child's perspective.The artwork is bold and striking, with beautiful design make this attractive to pick up and handle. There is added backmatter on the water cycle, water conservation, and more.

For non-majors or mixed biology courses. An innovative learning experience that addresses how studentslearn today Campbell Biology: Concepts & Connections continuesto introduce pedagogical developments that create an innovative learningexperience and motivate students not only to learn, but also interact withbiology. The hallmark modular organization built around central concepts helpsstudents stay focused while engaging them in connecting biology with the worldoutside the classroom.Building on thetext's outstanding art and hallmark features, the 10th Edition deliversnew digital resources that guide students to success in the course. Thisedition draws from learning science as well as the authors' classroomexperience to provide tools that address how students learn today. New ChapterOpeners help students retain information, selected features break content intobite-size subsections, and additional author-created videos ensure studentsfocus on what is important.

Algorithmic graph theory has been expanding at an extremely rapid rate since the middle of the twentieth century, in parallel with the growth of computer science and the accompanying utilization of computers, where efficient algorithms have been a prime goal. This book presents material on developments on graph algorithms and related concepts that will be of value to both mathematicians and computer scientists, at a level suitable for graduate students, researchers and instructors. The fifteen expository chapters, written by acknowledged international experts on their subjects, focus on the application of algorithms to solve particular problems. All chapters were carefully edited to enhance readability and standardize the chapter structure as well as the terminology and notation. The editors provide basic background material in graph theory, and a chapter written by the book's Academic Consultant, Martin Charles Golumbic (University of Haifa, Israel), provides background material on al

This atlas is a superb guide to the use of PET-CT for the evaluation of treatment response in oncology patients based on its ability to assess tumor metabolic status. The first part of the book explains the role of PET-CT in response evaluation in different treatment settings. For comparison, overviews of the value and limitations of CT alone, PET alone, and anatomical and functional MRI are included. Guidance is also provided on the reporting of PET-CT scans in post-therapy scenarios. The second part of the book describes and illustrates the use of PET-CT with FDG and other tracers to assess the treatment response of malignancies at different anatomic sites. Featuring a wealth of images, informative case-based discussion, and evidence-based teaching points, these disease-specific chapters clearly demonstrate the key role that PET-CT can play in distinguishing early responders from patients who are non-responders or are resistant to treatment. Prompt and accurate evaluation of treatmen

【本書簡介】 《隱形人》是一部膾炙人口的經典科幻小說，內容講述一個男人發明可將人隱形的藥劑，但這位隱形人卻做了許多錯事。H．G．維爾斯描繪一個精妙的科學性發現，也描述出一個格格不入的人，處於絕望深淵的孤獨生活，最終走向毀滅之路。這部作品曾被改編成各式戲劇、電影以及科幻類影視作品，也是H．G．維爾斯的經典代表作。 After a man with bandages wrapped around hi

A mesmerising retelling of the ancient Greek myth of Theseus and the Minotaur. Perfect for fans of CIRCE, A SONG OF ACHILLES, and THE SILENCE OF THE GIRLS.As Princesses of Crete and daughters of the fearsome King Minos, Ariadne and her sister Phaedra grow up hearing the hoofbeats and bellows of the Minotaur echo from the Labyrinth beneath the palace. The Minotaur - Minos's greatest shame and Ariadne's brother - demands blood every year.When Theseus, Prince of Athens, arrives in Crete as a sacrifice to the beast, Ariadne falls in love with him. But helping Theseus kill the monster means betraying her family and country, and Ariadne knows only too well that in a world ruled by mercurial gods - drawing their attention can cost you everything. In a world where women are nothing more than the pawns of powerful men, will Ariadne's decision to betray Crete for Theseus ensure her happy ending? Or will she find herself sacrificed for her lover's ambition?Ariadne gives a voice to the forgotten w

本書運用經濟學、概率論、優化理論、博弈理論等方法和技術構建供應鏈系統橫縱向需求信息共享的數學模型，通過研究系統結構、信息結構、市場競爭等因素對橫向及縱向需求信息共享的驅動作用、橫向與縱向需求信息共享的內在聯繫以及需求信息共享對供應鏈企業和供應鏈系統的價值等，探究供應鏈系統中橫縱向需求信息共享的內在驅動機制，為我國企業更加合理地的制定信息共享策略提供決策依據，促進供應鏈企業之間建立緊密的協作關係，降低需求不確定性因素對各企業的最優決策和供應鏈系統最優運行狀態的影響。We investigate information flow in two-tier supply chains, where retailers order from suppliers and sell in a market with uncertain demand. The retailers each have access to a demand signal and can exchange signals (horizontal information sharing). The suppliers can offer the retailers differential payments to gain access to their signals . We demonstrate that retailer competition is a necessary condition to sustain information flow, whereas supplier competition precludes vertical information acquisition. Facing horizontal competition, the retailers can have an incentive to exchange signals if competition is less intense; and this incentive is stronger when they order from independent suppliers than when they order from a monopolist supplier

The #1 New York Times-bestselling story about American Olympic triumph in Nazi Germany, now in a premium mass market edition. Available just in time for The 80th anniversary of the boys' gold medal win as well as the 8/2 broadcast of the PBS /American Experience documentary, The Boys of '36. and the start of the 2016 Summer Olympics. For readers of Unbroken, out of the depths of the Depression comes an irresistible story about beating the odds and finding hope in the most desperate of times--the improbable, intimate account of how nine working-class boys from the American West showed the world at the 1936 Olympics in Berlin what true grit really meant. It was an unlikely quest from the start. With a team composed of the sons of loggers, shipyard workers, and farmers, the University of Washington's eight-oar crew team was never expected to defeat the elite teams of the East Coast and Great Britain, yet they did, going on to shock the world by defeating the German team rowing for Adolf H

This book provides a comprehensive and detailed description of the various mechanisms of the CCS-EOR process. Whereas previous texts have primarily focused on carbon capture and storage (CCS) and enhanced oil recovery (EOR) separately, this book provides a general overview of both technologies when used together. Coupled CCS-EOR technology has become increasingly important, as it overcomes the respective shortcomings of the two technologies.The book presents an integrated numerical model including the hysteresis effect, solubility trapping, miscibility, and formation damage by asphaltene deposition. The experimental and model-based evaluation of fluid properties is also discussed. The book concludes by discussing the latest research into CO2 storage coupled with EOR, most notably performance control by including additives in CO2 injection, and CO2 injection into shale reservoirs.Ideally suited for graduate students and researchers in the fields of carbon capture, utilisation, and stora

Let your child's imagination run wild in this wonderfully busy, search-and-find board book - follow fun characters, spot and count things, and have an entertaining, I-spy adventure!A board book that's perfect for pre-readers and children beginning to read, they'll learn to identify characters, search-and-find, and count interesting items on pages filled with fun, bustling scenes.This wonderfully interactive book draws children into the scenes on the page and encourages them to become a part of the action. Each page depicts a different location such as a sunny beach, a colorful toy shop, or a beautiful park - and interesting characters throughout!Children are encouraged to spot different items on the pages such as animals, toys, people, then to count, name, and make up a story. The book also has open-ended prompts on each page which encourages observation, conversation, and exploration.A Delightful Adventure For Children 18 Months - 5 YearsThis is an exciting book for young children on

Postcolonial studies is attentive to cultural differences, marginalisation and exclusion. Such studies pay equal attention to the lives and conditions of various racial minorities in the West, as well as to regional, indigenous forms of representation around the world as being distinct from a dominant Western tradition. With the consolidation of the field in the past forty years, the need to establish the terms by which we might understand the sources of postcolonial literary history is more urgent now than ever before. The Cambridge History of Postcolonial Literature is the first major collaborative overview of the field. A mix of geographic and thematic chapters allows for different viewpoints on postcolonial literary history. Chapters cover the most important national traditions, as well as more comparative geographical and thematic frameworks. This major reference work will set the future agenda for the field, whilst also synthesising its development for scholars and students.

In December 2019, the world witnessed the occurrence of a new coronavirus to humanity. The disease spread quickly and became known as a pandemic globally, affecting both society and the health care system, both the elderly and young groups of people, and both the men? and women? groups. It was a universal challenge that immediately caused a surge in scientific research. Be a part of a world rising in fighting against the pandemic, the Coronavirus Disease - COVID-19 was depicted in the early days of the pandemic, but updated by more than 200 scientists and clinicians to include many facets of this new infectious pandemic, including i, characteristics, ecology, and evolution of coronaviruses; ii, epidemiology, genetics, and pathogenesis (immune responses and oxidative stress) of the disease; iii, diagnosis, prognosis, and clinical manifestations of the disease in pediatrics, geriatrics, pregnant women, and neonates; iv, challenges of co-occurring the disease with tropical infections, c

With intrigue that rivals the best le Carr novels, Russians Among Us tells the explosive story of Russia's espionage efforts against the United States and the West--from the end of the Cold War to the present and the significant threat of hacking the 2020 electionSpies have long been a source of great fascination in the world of fiction, but sometimes the best spy stories happen in real life. Russians Among Us tells the full story of Putin's escalating espionage campaign in the West, the Russian 'deep cover' spies who penetrated the US and the years-long FBI hunt to capture them. This book also details the recruitment, running, and escape of one of the most important spies of modern times, a man who worked inside the heart of Russian intelligence. In this thrilling account Corera tracks not only the history, but the astonishing evolution of Russian espionage, including the use of 'cyber illegals' who continue to manipulate us today and pose a significant threat to the 2020 election.Lik