Explore and implement deep learning to solve various real-world problems using modern R libraries such as TensorFlow, MXNet, H2O, and Deepnet Key FeaturesUnderstand deep learning algorithms and architectures using R and determine which algorithm is best suited for a specific problemImprove models using parameter tuning, feature engineering, and ensemblingApply advanced neural network models such as deep autoencoders and generative adversarial networks (GANs) across different domainsBook Description Deep learning enables efficient and accurate learning from a massive amount of data. This book will help you overcome a number of challenges using various deep learning algorithms and architectures with R programming. This book starts with a brief overview of machine learning and deep learning and how to build your first neural network. You’ll understand the architecture of various deep learning algorithms and their applicable fields, learn how to build deep learning models, optimize hyperparameters, and evaluate model performance. Various deep learning applications in image processing, natural language processing (NLP), recommendation systems, and predictive analytics will also be covered. Later chapters will show you how to tackle recognition problems such as image recognition and signal detection, programmatically summarize documents, conduct topic modeling, and forecast stock market prices. Toward the end of the book, you will learn the common applications of GANs and how to build a face generation model using them. Finally, you’ll get to grips with using reinforcement learning and deep reinforcement learning to solve various real-world problems. By the end of this deep learning book, you will be able to build and deploy your own deep learning applications using appropriate frameworks and algorithms. What you will learnDesign a feedforward neural network to see how the activation function computes an outputCreate an image recognition model using convolutional neural networks (CNNs)Prepare data, decide hidden layers and neurons and train your model with the backpropagation algorithmApply text cleaning techniques to remove uninformative text using NLPBuild, train, and evaluate a GAN model for face generationUnderstand the concept and implementation of reinforcement learning in RWho this book is for This book is for data scientists, machine learning engineers, and deep learning developers who are familiar with machine learning and are looking to enhance their knowledge of deep learning using practical examples. Anyone interested in increasing the efficiency of their machine learning applications and exploring various options in R will also find this book useful. Basic knowledge of machine learning techniques and working knowledge of the R programming language is expected.
Although the non-profit industry has advanced using CRMs and donor databases, it has not fully explored the data stored in those databases. Data Science for Fundraising will help you generate data-driven results and effective solutions for several challenges in your non-profit. Discover the techniques used by the top R programmers.
Faith and Slavery in the Presbyterian Diaspora considers how, in areas as diverse as the New Hebrides, Scotland, the United States, and East Central Africa, men’s and women’s shared Presbyterian faith conditioned their interpretations of and interactions with the institution of chattel slavery. The chapters highlight how Presbyterians’ reactions to slavery –which ranged from abolitionism, to indifference, to support—reflected their considered application of the principles of the Reformed Tradition to the institution. Consequently, this collection reveals how the particular ways in which Presbyterians framed the Reformed Tradition made slavery an especially problematic and fraught issue for adherents to the faith. Faith and Slavery, by situating slavery at the nexus of Presbyterian theology and practice, offers a fresh perspective on the relationship between religion and slavery. It reverses the all too common assumption that religion primarily served to buttress existing views on slavery, by illustrating how groups’ and individuals reactions to slavery emerged from their understanding of the Presbyterian faith. The collection’s geographic reach—encompassing the experiences of people from Europe, Africa, America, and the Pacific—filtered through the lens of Presbyterianism also highlights the global dimensions of slavery and the debates surrounding it. The institution and the challenges it presented, Faith and Slavery stresses, reflected less the peculiar conditions of a particular place and time, than the broader human condition as people attempt to understand and shape their world.
Explore and implement deep learning to solve various real-world problems using modern R libraries such as TensorFlow, MXNet, H2O, and Deepnet Key FeaturesUnderstand deep learning algorithms and architectures using R and determine which algorithm is best suited for a specific problemImprove models using parameter tuning, feature engineering, and ensemblingApply advanced neural network models such as deep autoencoders and generative adversarial networks (GANs) across different domainsBook Description Deep learning enables efficient and accurate learning from a massive amount of data. This book will help you overcome a number of challenges using various deep learning algorithms and architectures with R programming. This book starts with a brief overview of machine learning and deep learning and how to build your first neural network. You’ll understand the architecture of various deep learning algorithms and their applicable fields, learn how to build deep learning models, optimize hyperparameters, and evaluate model performance. Various deep learning applications in image processing, natural language processing (NLP), recommendation systems, and predictive analytics will also be covered. Later chapters will show you how to tackle recognition problems such as image recognition and signal detection, programmatically summarize documents, conduct topic modeling, and forecast stock market prices. Toward the end of the book, you will learn the common applications of GANs and how to build a face generation model using them. Finally, you’ll get to grips with using reinforcement learning and deep reinforcement learning to solve various real-world problems. By the end of this deep learning book, you will be able to build and deploy your own deep learning applications using appropriate frameworks and algorithms. What you will learnDesign a feedforward neural network to see how the activation function computes an outputCreate an image recognition model using convolutional neural networks (CNNs)Prepare data, decide hidden layers and neurons and train your model with the backpropagation algorithmApply text cleaning techniques to remove uninformative text using NLPBuild, train, and evaluate a GAN model for face generationUnderstand the concept and implementation of reinforcement learning in RWho this book is for This book is for data scientists, machine learning engineers, and deep learning developers who are familiar with machine learning and are looking to enhance their knowledge of deep learning using practical examples. Anyone interested in increasing the efficiency of their machine learning applications and exploring various options in R will also find this book useful. Basic knowledge of machine learning techniques and working knowledge of the R programming language is expected.
This volume provides a history and catalog of the portraits by Charles Willson Peale, who painted heroes of the American revolution, founders of American government, statesmen, jurists, men of science, and individuals who contributed art and letters. The three chapters by Fanelli (Cultural Resources Management, Independence National Historical Park) discuss the collection from its inception through the period in which the shrine that housed it became a museum. Each of the 250 entries (mostly b&w, with a few in color) in the catalog includes a brief biography of the subject, a physical description of the painting, the circumstances under which it was created, and its provenance. They are arranged alphabetically by sitter. Edited by Karie Diethorn, chief curator, Independence National Historical Park, Philadelphia, Pennsylvania. Annotation copyrighted by Book News, Inc., Portland, OR
This is the first comprehensive history of the Scottish economy over the last three centuries to appear in a generation. Written by leading scholars in the field, it presents 'state of the art' research in an accessible style to all those interested in understanding the historical context of modern Scotland. Fresh interpretations are revealed on such key and controversial issues as the impact of the Union of 1707, the Clearances, the rise and fall of Scottish heavy industry and the recent transformation of the modern economy. The distinctive features of the Scottish economic system are stressed but these are also analysed within a British and international context. The focus of the volume is both broad and detailed with full treatment of agriculture, finance, industry and the service sector as well as the impact of momentous economic changes on the lives of the people and the massive new role in the twentieth century of the state in economic affairs. At a time of intense debate on the present and future condition of Scotland under a devolved parliament and executive, this book provides the essential background and the long-run perspectives on the challenges and opportunities facing the nation.
When we hear the word shalom we think first of the common Jewish greeting. Then, perhaps, we consider the promise Jesus, the Prince of Peace, gave to his followers to grant them a peace the world cannot provide. In the Bible, the word shalom means much more than the absence of hostility--it means harmony and prosperity. Shalom refers to life as it was meant to be, as it should be, where sin is gone and love reigns. In this book, theologian Mark DeVine employs the well-known but little-studied Hebrew word to illuminate the three dimensions of relationship God the Creator designed human beings to enjoy: (1) the relationship between God and his people, (2) the relationship between God's people as his children, and (3) the relationship between God and his people in the place, the home God made for them and made them for. DeVine gives special attention to the third dimension, the home God provides to his people. Shalom Yesterday, Today, and Forever offers a more fully evangelical and orthodox comprehension of redemption while avoiding the pitfalls that often jeopardize creation-friendly theologies.
When we hear the word shalom we think first of the common Jewish greeting. Then, perhaps, we consider the promise Jesus, the Prince of Peace, gave to his followers to grant them a peace the world cannot provide. In the Bible, the word shalom means much more than the absence of hostility--it means harmony and prosperity. Shalom refers to life as it was meant to be, as it should be, where sin is gone and love reigns. In this book, theologian Mark DeVine employs the well-known but little-studied Hebrew word to illuminate the three dimensions of relationship God the Creator designed human beings to enjoy: (1) the relationship between God and his people, (2) the relationship between God's people as his children, and (3) the relationship between God and his people in the place, the home God made for them and made them for. DeVine gives special attention to the third dimension, the home God provides to his people. Shalom Yesterday, Today, and Forever offers a more fully evangelical and orthodox comprehension of redemption while avoiding the pitfalls that often jeopardize creation-friendly theologies.
Proceedings of the 23rd annual conference of the Australasian Association for Engineering Education, held in Melbourne in December 2012. The conference theme was 'the profession of engineering education: advancing teaching, research and careers' and the conference explored opportunities for improving teaching and scholarship, rigorous research in engineering education and career advancement as an engineering educator.
Once considered the "Metropolis of Arizona," Tucson is in many respects a college town with a major military base onto which a retirement community has been grafted. A sprawling city of one million in the Sonoran Desert, Tucson was developed during and especially for the second half of the 20th century, a reality which has left it possibly unprepared for the challenges of the 21st century. Tracing the remarkable history of Tucson since 1854, this book describes many aspects of the community--its ceremonies and customs, its early bitter battle to secure the University of Arizona, its multitude of problems, its noteworthy successes and its racial divides. The recollections of those who have made Tucson such a memorable place are included, from political leaders to celebrities to ordinary residents.
The Scots are one of the world's greatest nations of emigrants. For centuries, untold numbers of men, women, and children have sought their fortunes in every conceivable walk of life and in every imaginable climate. All over the British Empire, the United States, and elsewhere, the Scottish contribution to the development of the modern world has been a formidable one, from finance to industry, philosophy to politics. To the Ends of the Earth puts this extraordinary epic center stage, taking many famous stories--from the Highland Clearances and emigration to the Scottish Enlightenment and empire--and removing layers of myth and sentiment to reveal the no-less-startling truth. Whether in the creation of great cities or prairie farms, the Scottish element always left a distinctive trace, and Devine pays particular attention to the exceptional Scottish role as traders, missionaries, and soldiers. This major new book is also a study of the impact of the global world on Scotland itself and the degree to which the Scottish economy was for many years an imperial economy, with intimate, important links through shipping, engineering, jute, and banking to the most remote of settlements. Filled with fascinating stories and an acute awareness of the poverty and social inequality that provoked so much emigration, To the Ends of the Earth will make its readers think about the world in a quite different way.
Dan Devine: Memoirs of a Hall of Fame Coach is the autobiography of the former University of Missouri and Notre Dame head football coach. As head coach at Arizona State, Devine accumulated a 27-3-1 record. From 1958-1970, he guided Missouri to a 93-37-7 mark. Devine also served as the head coach and Green Bay Packers. Inducted into the National Football Foundation Hall of Fame in 1985, his 1977 Notre Dame squad captured the National Championship. Skyhorse Publishing, along with our Arcade, Good Books, Sports Publishing, and Yucca imprints, is proud to publish a broad range of biographies, autobiographies, and memoirs. Our list includes biographies on well-known historical figures like Benjamin Franklin, Nelson Mandela, and Alexander Graham Bell, as well as villains from history, such as Heinrich Himmler, John Wayne Gacy, and O. J. Simpson. We have also published survivor stories of World War II, memoirs about overcoming adversity, first-hand tales of adventure, and much more. While not every title we publish becomes a New York Times bestseller or a national bestseller, we are committed to books on subjects that are sometimes overlooked and to authors whose work might not otherwise find a home.
This book is a compilation of the histories of the establishment and growth of the churches that comprise the South Mississippi Annual Conference (SMC) of the African Methodist Episcopal (AME) Zion Church from 1891 to 2013. Due to the vigorous evangelistic activity of missionary preachers Grandison (Granderson) Sims, I. J. Murphy, and others, you will discover several of the churches were founded before the SMC was organized in 1891. Even though each church history is unique, we find that the struggles are the same. God has been good. He brought us through. Churches were organized under old oak trees, some in brush harbors, and others in members homes. All churches lost their identity during the civil war; and later, some burned, some were blown away by hurricanes, and others collapsed. But God has been good. He brought us through the storm, the wind, and the rain and allowed us to rebuild bigger and better each time. Now we can worship in comfort. The SMC is a loving and caring family of churches that have struggled and survived together for over two hundred. We have grown, but there is still much room to grow. Still more territory to conquer for the kingdom of God and Jesus Christ.
Autism diagnosis can be an overwhelming time for many families. This is an accessible, easy to navigate guide for parents, answering the questions they may have before, during and after diagnosis. Written by a highly experienced author team, this book will support parents from the moment somebody mentions autism, through the diagnosis process and beyond. It provides reliable advice on every stage, with guidance on what to do during the long wait for assessment and diagnosis. Working from a pro-neurodiversity perspective it encourages parents to see beyond the diagnosis and to celebrate each child's unique personality and strengths. Combining information on medical diagnosis, educational needs and more, the book shares case studies and direct quotes from families to help parents to give their children the best start following an autism diagnosis, and help them to achieve their full potential. There is also a bonus downloadable chapter with information from the key professionals involved in the diagnostic process, so you know who you can turn to for the support and help you need.
Criminal justice professionals often do not receive the training they need to recognize constitutional principles that apply to their everyday work. Constitutional Law for Criminal Justice offers a way to solve this problem by providing a comprehensive, well-organized, and up-to-date analysis of constitutional issues that affect criminal justice professionals. Constitutional Law for Criminal Justice makes complex concepts accessible to students at all levels of criminal justice education. The chapters begin with an outline and end with a summary. Key terms and concepts are defined in the glossary. Tables, figures, and charts are used to synthesize and simplify information. The result is an incomparably clear, student-friendly textbook that has remained a leader in criminal justice education for 50 years.
Proceedings of the 20th annual conference for the Australasian Association for Engineering Education, held at the University of Adelaide in December 2009. Papers were presented by Australian and international delegates. The conference was focused on the engineering curriculum in higher education.
The hidden material histories of music. Music is seen as the most immaterial of the arts, and recorded music as a progress of dematerialization—an evolution from physical discs to invisible digits. In Decomposed, Kyle Devine offers another perspective. He shows that recorded music has always been a significant exploiter of both natural and human resources, and that its reliance on these resources is more problematic today than ever before. Devine uncovers the hidden history of recorded music—what recordings are made of and what happens to them when they are disposed of. Devine's story focuses on three forms of materiality. Before 1950, 78 rpm records were made of shellac, a bug-based resin. Between 1950 and 2000, formats such as LPs, cassettes, and CDs were all made of petroleum-based plastic. Today, recordings exist as data-based audio files. Devine describes the people who harvest and process these materials, from women and children in the Global South to scientists and industrialists in the Global North. He reminds us that vinyl records are oil products, and that the so-called vinyl revival is part of petrocapitalism. The supposed immateriality of music as data is belied by the energy required to power the internet and the devices required to access music online. We tend to think of the recordings we buy as finished products. Devine offers an essential backstory. He reveals how a range of apparently peripheral people and processes are actually central to what music is, how it works, and why it matters.
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