1. Dandies and Prophets: Spectacles of Victorian Masculinity -- 2. "A Sort of Masonry": Secrecy and "Manliness" in Early Victorian Brotherhoods -- 3. Imagining the Science of Renunciation: Manhood and Abasement in Kingsley and Tennyson -- 4. Muscular Aestheticism: Masculine Authority and the Male Body -- 5. Gentleman, Dandy, Priest: Masks and Masculinity in Pater's Aestheticism.
Biology Trending is a truly innovative introductory biology text. Designed to combine the teaching of biological concepts within the context of current societal issues, Biology Trending encourages introductory biology students to think critically about the role that science plays in their world. This book features many current and relevant topics, including sea-level changes and ocean acidification; CRISPR/Cas9, opioid abuse, Zika, Ebola, and COVID-19; threats to biodiversity, and cancer immunotherapies. It is accompanied by digital Instructor and Student Resources to support teaching and learning. Key Features Adopts an "issues approach" to teaching introductory biology Up-to-date sections throughout, including climate change, CRISPR, new hominids, COVID-19, and new cancer therapies, among many others Suitable for both major and nonmajor courses More succinct for ease in teaching and more affordable for students High-quality illustrations help to elucidate key concepts This book is extended and enhanced through a range of digital resources that include: Long-form and open-response self-testing resources to test understanding and apply knowledge Visual simulations to demonstrate evolutionary processes Web links and bibliographic resources to expand knowledge Time-saving instructor resources such as PowerPoint slides, activity and assignment ideas, and comprehensive lesson plans Related Titles Bard, J. Evolution: The Origins and Mechanisms of Diversity (ISBN 9780367357016). Prothero, D. Vertebrate Evolution: From Origins to Dinosaurs and Beyond (ISBN 9780367473167) Johnson, N. A. Darwin’s Reach: 21st Century Applications of Evolutionary Biology (ISBN 9781138587397)
Christmas is not everybody’s favorite holiday. Historically, Jews in America, whether participating in or refraining from recognizing Christmas, have devised a multitude of unique strategies to respond to the holiday season. Their response is a mixed one: do we participate, try to ignore the holiday entirely, or create our own traditions and make the season an enjoyable time? This book, the first on the subject of Jews and Christmas in the United States, portrays how Jews are shaping the public and private character of Christmas by transforming December into a joyous holiday season belonging to all Americans. Creative and innovative in approaching the holiday season, these responses range from composing America’s most beloved Christmas songs, transforming Hanukkah into the Jewish Christmas, creating a national Jewish tradition of patronizing Chinese restaurants and comedy shows on Christmas Eve, volunteering at shelters and soup kitchens on Christmas Day, dressing up as Santa Claus to spread good cheer, campaigning to institute Hanukkah postal stamps, and blending holiday traditions into an interfaith hybrid celebration called “Chrismukkah” or creating a secularized holiday such as Festivus. Through these venerated traditions and alternative Christmastime rituals, Jews publicly assert and proudly proclaim their Jewish and American identities to fashion a universally shared message of joy and hope for the holiday season. See also: http://www.akosherchristmas.org
With funding for nonprofits shrinking and global markets shaky, our business and social sectors are both confronting an increasingly uncertain future. Many organizations are searching for innovative strategies that will counter the mounting pressures felt by communities and corporations alike. Common Interest, Common Good argues that forward-looking businesses and social sector organizations (both nonprofit and government) can solve many of their problems by working together-while serving the common good in the process. According to Shirley Sagawa and Eli Segal, alliances between for-profit and the not-for-profit industries yield enormous benefits for both. Businesses can boost their bottom line by leveraging a nonprofit partnership to enhance their image, reach new markets, increase consumer loyalty, and build a positive reputation with current and prospective employees. The upside is just as powerful for nonprofits, because an alliance with a corporation can provide crucial funds and visibility while helping to attract new volunteers and donors. Common Interest, Common Good showcases many such successful partnerships, from corporate sponsorships and cause-related marketing to employee volunteer programs and school-to-work initiatives. The authors also offer some much-needed guidance for avoiding many of the pitfalls that can undermine even the best alliances. A convincing, deeply felt book by two authors who have devoted much of their careers to helping public and private sectors find profitable new ways of working together, Common Interest, Common Good is a guided tour of the progressive new strategies that can contribute to the purpose of our businesses and the prosperity of our communities.
This is a deeply personal memoir by the doyen of applied economics in the United States. His name is indelibly linked to the creation, expansion, and refinement of employment policy and human resource needs from 1935 to the present. Eli Ginzberg has been a longtime consultant to the federal government, including nine presidents. In this volume, the focus is on American Jewry in the present century from the perspective of an active participant observer and a critical social science based analyst.My Brother's Keeper deals with the changing position of American Jewry in the twentieth century. Ginzberg makes extensive use of his own experiences to review the changes that have taken place in urban life, university involvement, and government agencies. The work covers Jewish life from pre-Hitler Germany to the present, and discusses with intimate candor synagogue life. Drawing upon his unique vantage point, Ginzberg presents new material about many leaders and events that helped transform the role of American Jews in their relationship with other Americans and Israel. At a more conceptual level the author explores major new influences that have reshaped American Jewry, such as the rise of neo-orthodoxy, the substantial increase in Jewish day schools, the blossoming of Judaica studies in American universities, and the rise of women in leadership roles.This memoir makes use of the best social science evidence, and draws on the special experiences of the author in the world of a deeply religious family and tradition. It ranks as a major contribution to the small shelf of self-reflections by social scientists.
Women write about their experiences of loving music that doesn’t love them back – a feminist 'guilty pleasures'.e - a kind of feminist guilty pleasures. In the majority of mainstream writing and discussions on music, women appear purely in relation to men as muses, groupies or fangirls, with our own experiences, ideas and arguments dismissed or ignored. But this hasn’t stopped generations of women from loving, being moved by and critically appreciating music, even – and sometimes especially – when we feel we shouldn’t. Under My Thumb: Songs that Hate Women and the Women Who Love Them is a study of misogyny in music through the eyes of women. It brings together stories from journalists, critics, musicians and fans about artists or songs we love (or used to love) despite their questionable or troubling gender politics, and looks at how these issues interact with race, class and sexuality. As much celebration as critique, this collection explores the joys, tensions, contradictions and complexities of women loving music – however that music may feel about them. Featuring: murder ballads, country, metal, hip hop, emo, indie, Phil Spector, David Bowie, Guns N’ Roses, 2Pac, the Rolling Stones, Bob Dylan, AC/DC, Elvis Costello, Jarvis Cocker, Kanye West, Swans, Eminem, Jay-Z, Taylor Swift, Combichrist and many more.
Health care provision in the United States remains a critical policy issue. Despite large-scale organizational transformations in hospitals, changes in the ways that health care is delivered, and changes in the relations between patients and the staffs who provide health care services, health institutions remain financially unstable even as they have grown in size. Mergers and new networks and systems have emerged, and revenue streams continue to grow. Experts no longer view such developments as holding the answer to continuing problems of the health care system. Focusing on changes in the health care sector in New York City during the 1990s, this volume considers physicians and other health care workers, primary and ambulatory care sites, and hospitals and medical centers. It explores the impact of institutional realignments and managed care in New York City. It examines the accelerated destabilization of health care financing and delivery at the end of the twentieth century in the nation at large as well as in New York State and New York City. Ginzberg and his colleagues describe what might happen in the next decade in the nation's largest metropolis and locate the probable outcome in the space between these two extremes. They focus on how the health marketplace may be altered by 2010 when it faces its greatest challenges, a year before the first members of the baby boom generation become eligible for Medicare. This literate and informative volume elucidates changes that have occurred in the health care sector during the decade of the 1990s and offers an expert assessment of what might happen over the next decade. Policymakers, health care officials, and medical personnel will find this highly informative reading. Eli Ginzberg is A. Barton Hepburn Professor Emeritus at the Graduate School of Business, and Director of the Eisenhower Center for the Conservation of Human Resources at Columbia University. His work in social policy, health care, human resources, the special needs of the poor, the young and the aged, place Ginzberg in a special category: activist scholar rather than academic-turned-activist. Howard Berliner is associate professor, Program in Health Services Management and Policy, Milano Graduate School of Management and Urban Policy, New School for Social Research. Panos Minogiannis is a political science doctoral candidate in the division of Sociomedical Sciences, Columbia University and a research associate at the Eisenhower Center. Miriam Ostow was the long term chief of health policy studies at the Eisenhower Center and co-author of many of its earlier publications on health policy.
This book is a mosaic or quilt of folk art around the world, from polychrome clay figures made in Izúcar de Matamoros, Puebla (Mexico) to the baskets Maori women create in New Zealand, from Japanese lacquer work and decorated paddles to black dolls in Rio de Janeiro, Brazil. The creative impulse found in three continents, four countries, and four geographical regions are juxtaposed to make up a harmonious whole. The book carries out a detailed dissection of a variety of ethnic, racialized, and gender representations in their contemporary forms.
So You Want to Sing the Blues: A Guide for Performers shines a light on the history and vibrant modern life of blues song. Eli Yamin explores those essential elements that make the blues sound authentic and guides readers of all backgrounds and levels through mastering this art form. He provides glimpses into the musical lives of the women and men who created the blues along with a listening tour of seminal recordings in the genre’s history. The blues presents many unique challenges for singers, who must shout, slide, and serenade around the accompanying music. By offering concrete explanations and exercises of key blues elements, this book guides singers to create authentic self-expressions informed by the style’s rich history and supported by strong technique. Teachers and singers of all levels will find this book a welcome guide to participating in this culturally diverse and uplifting style. The So You Want to Sing series is produced in partnership with the National Association of Teachers of Singing. Like all books in the series, So You Want to Sing the Blues features online supplemental material on the NATS website. Please visit www.nats.org to access style-specific exercises, audio and video files, and additional resources.
Growing competition between countries and cities over attracting infrastructure, investment, tourists, capital and national and international status mean that today, a negative image is more harmful than ever. Whatever the cause of the negative image, places perceived as dangerous, frightening, or boring are at a distinct disadvantage. Many decision makers and marketers stand by helplessly, frustrated by their knowledge that in most cases, their city's negative image is not based on well-grounded facts. Given that stereotypes are not easily changed or dismissed, the challenge facing these decision makers is great. Analyses of many case studies show interesting examples of places that tried to change a negative image into a positive one, in order to bringing back tourists, investors and residents. Although a great deal of knowledge about crisis communications has accumulated in recent years, very little has been written about strategies to improve places' negative images. The aim of "Media Strategies for Marketing Places in Crisis" is to discuss the various dimensions of an image crisis and different strategies to overcome it, both in practice and theory. "Media Strategies for Marketing Places in Crisis" is based on the careful analysis of dozens of case studies, advertisements, public relations campaigns, press releases, academic articles, news articles, and the websites of cities, countries and tourist destinations.
Incorporating a broad range of contemporary scholarship, A History of Victorian Literature presents an overview of the literature produced in Great Britain between 1830 and 1900, with fresh consideration of both major figures and some of the era's less familiar authors. Part of the Blackwell Histories of Literature series, the book describes the development of the Victorian literary movement and places it within its cultural, social and political context. A wide-ranging narrative overview of literature in Great Britain between 1830 and 1900, capturing the extraordinary variety of literary output produced during this era Analyzes the development of all literary forms during this period - the novel, poetry, drama, autobiography and critical prose - in conjunction with major developments in social and intellectual history Considers the ways in which writers engaged with new forms of social responsibility in their work, as Britain transformed into the world's first industrial economy Offers a fresh perspective on the work of both major figures and some of the era’s less familiar authors Winner of a Choice Outstanding Academic Title award, 2009
An instant classic, this authortative and readable text fills an important and enduring need in the field---John T. Cacioppo, Tiffany and Margaret Blake Distinguished Service Professor, and Director of the Center for Cognitive and Social Neuroscience. The University of Chicago --Book Jacket.
This original book analyses and reimagines the concept of sustainable development in international law from a non-Western legal perspective. Built upon the intersection of law, politics, and history in the context of Africa, its peoples and their experiences, customary law and other legal cosmologies, this ground-breaking study applies a critical legal analysis to Africa's interaction with conceptualising and operationalising sustainable development. It proposes a turn to non-Western legal normativity as the foundational principle for reimagining sustainable development in international law. It highlights eco-legal philosophies and principles in remaking sustainable development where ecological integrity assumes a central focus in the reimagined conceptualisation and operationalisation of sustainable development. While this pioneering book highlights Africa as its analytical pivot, its arguments and proposals are useful beyond Africa. Connecting global discourses on nature, the environment, rights and development, Godwin Eli Kwadzo Dzah illuminates our current thinking on sustainable development in international law.
During an era when millions of Jews fled the pogroms of Eastern Europe, the Titanic sailed on her maiden voyage. At the time, she was the largest and most luxurious ship ever built and many of her 2,200 passengers were Jewish. At 23:40, April 14, (28th of Nissan 5672) the Titanic swiped an iceberg and sank within two and a half hours. Most of her passengers lost their lives. The sinking of the Titanic was one of the worst and well known maritime disasters of the 20th century. The entire world mourned the Titanic. The grief was universal and shared by people of many nations and religions. This book focuses on the lives and deaths of the Jewish passengers who sailed on the Titanic. It covers various Jewish aspects of the voyage and of the sinking. Aspects, such as keeping kosher, the Agunot dilemma and Jewish burial. The book outlines the life story of the passengers and the effect the disaster made on world Jewry. This book is the result of a long research on the subject, including an attempt to compose a unique and complete list of all the Jews who sailed on the Titanic, and identifying many of them who were previously unknown.
Seeking Adam Smith provides a fascinating insider's explanation for why business school faculty members, including the author, bear some responsibility for the highly destructive corporate practices evident throughout the first sixteen years of the 21st century.Since the Great Recession substantial resources and effort have been expended to incorporate ethics and corporate social responsibility into business curricula. The effectiveness of these efforts has been limited because they have little impact on the technical and core business courses serving as the gateway to the highest paying jobs. Students and practitioners may be led to conclude falsely that the business world is an ethics-free zone.Seeking Adam Smith demonstrates that greed is highly destructive motive for conducting business and the notion that greed is good is nowhere to be found in the Wealth of Nations despite claims by some of the world's leading economists. Cox offers alternative economic perspectives that are more realistic and less prone to misuse than those permeating the current business curricula.Seeking Adam Smith also contains a forward written by Thomas J. Ward who served as Senior Managing Partner of Bear Stearns during its demise and an afterward by Sherron Watkins, Enron whistle-blower and Time Person of the Year 2002.
Situating Dakota language and oral tradition within the framework of decolonization, Remember This! Dakota Decolonization and the Eli Taylor Narratives makes a radical departure from other works in Indigenous history because it relies solely on Indigenous oral tradition for its primary sources and privileges Dakota language in the text. Waziyatawin Angela Wilson, both a historian and a member of the Dakota Nation, demonstrates the value of oral history in this bilingual presentation and skillful analysis of the stories told by the Dakota elder Eli Taylor (1908?99). Taylor lived on the Sioux Valley Reserve in Manitoba, Canada, and was adopted into Wilson?s family in 1988. He agreed to tell her his story and to share his accounts of the origins, history, and life ways of the Dakotas. In these pages he tells of Dakota history, the United States?Dakota Conflict of 1862, Dakota values, and the mysterious powers of the world. Wilson gracefully contextualizes and complements Taylor's stories with a careful analysis and distillation of the narratives. Additionally, she provides an overview of Dakota history and a substantial critique of the use of oral accounts by mainstream historians. By placing Dakota oral tradition within the academic discipline of history, this powerful book illuminates the essential connections among Dakota language, history, and contemporary identity. Waziyatawin Angela Wilson is an assistant professor of American Indian history at Arizona State University. She is a coeditor of Indigenizing the Academy: Transforming Scholarship and Empowering Communities. Wahpetunwin Carolynn Schommer is a well-known Dakota language speaker and teacher who taught for more than two decades in the Dakota language program at the University of Minnesota. She has co-produced an extensive array of Dakota language curriculum materials and has served as a consultant on numerous language projects.
In this classic portrait of Jews in the South, Eli N. Evans takes readers inside the nexus of southern and Jewish histories, from the earliest immigrants to the present day. Evoking the rhythms and heartbeat of Jewish life in the Bible belt, Evans weaves together chapters of recollections from his youth and early years in North Carolina with chapters that explore the experiences of Jews in many cities and small towns across the South. He presents the stories of communities, individuals, and events in this quintessential American landscape that reveal the deeply intertwined strands of what he calls a unique "Southern Jewish consciousness." First published in 1973 and updated in 1997, The Provincials was the first book to take readers on a journey into the soul of the Jewish South, using autobiography, storytelling, and interpretive history to create a complete portrait of Jewish contributions to the history of the region. No other book on this subject combines elements of memoir and history in such a compelling way. This new edition includes a gallery of more than two dozen family and historical photographs as well as a new introduction by the author.
In May 1904, the residents of Halcyon—a small utopian community on California’s central coast—invited their neighbors to attend the grand opening of the Halcyon Hotel and Sanatorium. As part of the entertainment, guests were encouraged to have their hands X-rayed. For the founders and members of Halcyon, the X-ray was a demonstration of mysterious spiritual forces made practical to human beings. Radiance from Halcyon is the story not only of the community but also of its uniquely inventive members’ contributions to religion and science. The new synthesis of religion and science attempted by Theosophy laid the foundation for advances produced by the children of the founding members, including microwave technology and atomic spectral analysis. Paul Eli Ivey’s narrative starts in the 1890s in Syracuse, New York, with the rising of the Temple of the People, a splinter group of the theosophical movement. After developing its ideals for an agricultural and artisanal community, the Temple purchased land in California and in 1903 began to live its dream there. In addition to an intriguing account of how a little-known utopian religious community profoundly influenced modern science, Ivey offers a wide-ranging cultural history, encompassing Theosophy, novel healing modalities, esoteric architecture, Native American concepts of community, socialist utopias, and innovative modern music.
This classic study of the effect of unemployment and of the ways of relieving it upon actual, typical families of the 1930s and 1940s is a vivid, startling picture of the demoralizing influence and consequences of America's relief policies during the Depression years. The study comprises an incisive interpretation of the problem and a series of absorbing human interest stories of representative families on relief cases selected from experiences of relief, including the records of families from various religious groups in an exhaustive study conducted in New York City. Most research on unemployment of the 1930s conspicuously lacks studies of the unemployed themselves. Yet, this is the crux of the matter necessary to truly understand the cbnsequences of unemployment then and now, so as to deal with it intelligently and efficiently. This book deals with what employment does to people. It answers important questions about the unemployed that are rarely asked. Who are they? Did they fail to earn a living even in prosperous times? What precipitated their unemployment? Do they prefer relief to work? Did unemployment bring about changes in how they think and feel? This is a volume of continuing relevance, and will be of interest to legislators, economists, social scientists, social workers, and psychologists.
The aim of this book is to engender Mexican folk art and locate women at its centre by studying the processes of creation, distribution, and consumption, as well as examining iconographic aspects, and elements of class and ethnicity, from the perspective of gender. The author will demonstrate that the topic provides unique insights into Mexican culture, and has enormous relevance within and without the country, given the fact that much folk art is made for the United States and Europe, either in terms of the tourists who buy it on coming to Mexico, or that which is exported.
The first book-length study of Jewish culture and ethnicity in New York City after World War II. Here is an intriguing look at the cause and effect of New York City politics and culture in the 1950s and 1960s and the inner life of one of the city's largest ethnic religious groups. The New York Jewish mystique has always been tied to the , fabric and fortunes of the city, as has the community's social aspirations, political inclinations, and its very notion of "Jewishness" itself. All this, points out Eli Lederhendler, came into question as the life of the city changed. Insightfully and meticulously he explores the decline of secular Jewish ethnic culture, the growth of Jewish religious factions, and the rise of a more assertive ethnocentrism. Using memoirs, essays, news items, and data on suburbanization, religion, and race relations, the book analyzes the decline of the metropolis in the 1960s, increasing clashes between Jews and African Americans. and postwar transiency of neighborhood-based ethnic awareness.
Lays to rest the controversial myth of Jewish involvement in the slave trade In the wake of the civil rights movement, a great divide opened up between African American and Jewish communities. What was historically a harmonious and supportive relationship suffered from a powerful and oft-repeated legend, that Jews controlled and masterminded the slave trade and owned slaves on a large scale, well in excess of their own proportion in the population. In this groundbreaking book, likely to stand as the definitive word on the subject, Eli Faber cuts through this cloud of mystification to recapture an important chapter in both Jewish and African diasporic history. Focusing on the British empire, Faber assesses the extent to which Jews participated in the institution of slavery through investment in slave trading companies, ownership of slave ships, commercial activity as merchants who sold slaves upon their arrival from Africa, and direct ownership of slaves. His unprecedented original research utilizes shipping and tax records, stock-transfer ledgers, censuses, slave registers, and synagogue records. These materials reveal, once and for all, the minimal nature of Jews' involvement in the subjugation of Africans in the Americas. A crucial corrective, Jews, Slaves, and the Slave Trade lays to rest one of the most contested historical controversies of our time.
Along with its interrelated companion volume, The Content, Impact, and Regulation of Streaming Video, this book covers the next generation of TV—streaming online video, with details about its present and a broad perspective on the future. It reviews the new technical elements that are emerging, both in hardware and software, their long-term trend, and the implications. It discusses the emerging ‘media cloud’ of video and infrastructure platforms, and the organizational form of such TV.
The authors aim to stimulate discussion about the nature and purposes of critical citizenship education in higher education. Rather than promoting a blueprint for change, the authors thoughtfully consider a generative research agenda for transformative higher education and focus on how this orientation in higher education plays out on the ground. This book, together with its Coda that takes the conversation beyond critical citizenship education to include responsible citizenship, provides compelling reasons and sound suggestions for a way forward.
Ginzberg and Eichner, in an innovative interpretation of basic political conflict in the American experience, reveal how democracy evolved without making a place for African Americans. The volume emphasizes the national, rather than regional, character of racial prejudice.
This textbook provides authoritative and up-to-date coverage of the classification, causes, treatment and prevention of psychological disorders in children.
Being a successful manager or entrepreneur in the media and digital sector requires creativity, innovation, and performance. It also requires an understanding of the principles and tools of management. Aimed at the college market, this book is a short, foundational volume on media management. It summarizes the major dimensions of a business school curriculum and applies them to the entire media, media-tech, and digital sector. Its chapters cover—in a jargonless, non-technical way—the major functions of management. First, creating a media product: the financing of projects, and the management of technology, HR, production operations, intellectual assets, and government relations. Second, harvesting the product created: market research, marketing, pricing, and distribution. And third, the control loop: media accounting and strategy planning. In the process, this book becomes an indispensable resource for those aiming for a career in the media and digital field, both in startups and established organizations. This book is designed to help those aiming to join the media and digital sector to become creative managers and managerial creatives. It aims to make them more knowledgeable, less blinded by hype, more effective, and more responsible.
Every other day we hear about new ways to put deep learning to good use: improved medical imaging, accurate credit card fraud detection, long range weather forecasting, and more. PyTorch puts these superpowers in your hands, providing a comfortable Python experience that gets you started quickly and then grows with you as you—and your deep learning skills—become more sophisticated. Deep Learning with PyTorch will make that journey engaging and fun. Summary Every other day we hear about new ways to put deep learning to good use: improved medical imaging, accurate credit card fraud detection, long range weather forecasting, and more. PyTorch puts these superpowers in your hands, providing a comfortable Python experience that gets you started quickly and then grows with you as you—and your deep learning skills—become more sophisticated. Deep Learning with PyTorch will make that journey engaging and fun. Foreword by Soumith Chintala, Cocreator of PyTorch. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Although many deep learning tools use Python, the PyTorch library is truly Pythonic. Instantly familiar to anyone who knows PyData tools like NumPy and scikit-learn, PyTorch simplifies deep learning without sacrificing advanced features. It’s excellent for building quick models, and it scales smoothly from laptop to enterprise. Because companies like Apple, Facebook, and JPMorgan Chase rely on PyTorch, it’s a great skill to have as you expand your career options. It’s easy to get started with PyTorch. It minimizes cognitive overhead without sacrificing the access to advanced features, meaning you can focus on what matters the most - building and training the latest and greatest deep learning models and contribute to making a dent in the world. PyTorch is also a snap to scale and extend, and it partners well with other Python tooling. PyTorch has been adopted by hundreds of deep learning practitioners and several first-class players like FAIR, OpenAI, FastAI and Purdue. About the book Deep Learning with PyTorch teaches you to create neural networks and deep learning systems with PyTorch. This practical book quickly gets you to work building a real-world example from scratch: a tumor image classifier. Along the way, it covers best practices for the entire DL pipeline, including the PyTorch Tensor API, loading data in Python, monitoring training, and visualizing results. After covering the basics, the book will take you on a journey through larger projects. The centerpiece of the book is a neural network designed for cancer detection. You'll discover ways for training networks with limited inputs and start processing data to get some results. You'll sift through the unreliable initial results and focus on how to diagnose and fix the problems in your neural network. Finally, you'll look at ways to improve your results by training with augmented data, make improvements to the model architecture, and perform other fine tuning. What's inside Training deep neural networks Implementing modules and loss functions Utilizing pretrained models from PyTorch Hub Exploring code samples in Jupyter Notebooks About the reader For Python programmers with an interest in machine learning. About the author Eli Stevens had roles from software engineer to CTO, and is currently working on machine learning in the self-driving-car industry. Luca Antiga is cofounder of an AI engineering company and an AI tech startup, as well as a former PyTorch contributor. Thomas Viehmann is a PyTorch core developer and machine learning trainer and consultant. consultant based in Munich, Germany and a PyTorch core developer. Table of Contents PART 1 - CORE PYTORCH 1 Introducing deep learning and the PyTorch Library 2 Pretrained networks 3 It starts with a tensor 4 Real-world data representation using tensors 5 The mechanics of learning 6 Using a neural network to fit the data 7 Telling birds from airplanes: Learning from images 8 Using convolutions to generalize PART 2 - LEARNING FROM IMAGES IN THE REAL WORLD: EARLY DETECTION OF LUNG CANCER 9 Using PyTorch to fight cancer 10 Combining data sources into a unified dataset 11 Training a classification model to detect suspected tumors 12 Improving training with metrics and augmentation 13 Using segmentation to find suspected nodules 14 End-to-end nodule analysis, and where to go next PART 3 - DEPLOYMENT 15 Deploying to production
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