Swiftly build and deploy machine learning models without managing infrastructure and boost productivity using the latest Amazon SageMaker capabilities such as Studio, Autopilot, Data Wrangler, Pipelines, and Feature Store Key FeaturesBuild, train, and deploy machine learning models quickly using Amazon SageMakerOptimize the accuracy, cost, and fairness of your modelsCreate and automate end-to-end machine learning workflows on Amazon Web Services (AWS)Book Description Amazon SageMaker enables you to quickly build, train, and deploy machine learning models at scale without managing any infrastructure. It helps you focus on the machine learning problem at hand and deploy high-quality models by eliminating the heavy lifting typically involved in each step of the ML process. This second edition will help data scientists and ML developers to explore new features such as SageMaker Data Wrangler, Pipelines, Clarify, Feature Store, and much more. You'll start by learning how to use various capabilities of SageMaker as a single toolset to solve ML challenges and progress to cover features such as AutoML, built-in algorithms and frameworks, and writing your own code and algorithms to build ML models. The book will then show you how to integrate Amazon SageMaker with popular deep learning libraries, such as TensorFlow and PyTorch, to extend the capabilities of existing models. You'll also see how automating your workflows can help you get to production faster with minimum effort and at a lower cost. Finally, you'll explore SageMaker Debugger and SageMaker Model Monitor to detect quality issues in training and production. By the end of this Amazon book, you'll be able to use Amazon SageMaker on the full spectrum of ML workflows, from experimentation, training, and monitoring to scaling, deployment, and automation. What you will learnBecome well-versed with data annotation and preparation techniquesUse AutoML features to build and train machine learning models with AutoPilotCreate models using built-in algorithms and frameworks and your own codeTrain computer vision and natural language processing (NLP) models using real-world examplesCover training techniques for scaling, model optimization, model debugging, and cost optimizationAutomate deployment tasks in a variety of configurations using SDK and several automation toolsWho this book is for This book is for software engineers, machine learning developers, data scientists, and AWS users who are new to using Amazon SageMaker and want to build high-quality machine learning models without worrying about infrastructure. Knowledge of AWS basics is required to grasp the concepts covered in this book more effectively. A solid understanding of machine learning concepts and the Python programming language will also be beneficial.
Work through interesting real-life business use cases to uncover valuable insights from unstructured text using AWS AI services Key FeaturesGet to grips with AWS AI services for NLP and find out how to use them to gain strategic insightsRun Python code to use Amazon Textract and Amazon Comprehend to accelerate business outcomesUnderstand how you can integrate human-in-the-loop for custom NLP use cases with Amazon A2IBook Description Natural language processing (NLP) uses machine learning to extract information from unstructured data. This book will help you to move quickly from business questions to high-performance models in production. To start with, you'll understand the importance of NLP in today's business applications and learn the features of Amazon Comprehend and Amazon Textract to build NLP models using Python and Jupyter Notebooks. The book then shows you how to integrate AI in applications for accelerating business outcomes with just a few lines of code. Throughout the book, you'll cover use cases such as smart text search, setting up compliance and controls when processing confidential documents, real-time text analytics, and much more to understand various NLP scenarios. You'll deploy and monitor scalable NLP models in production for real-time and batch requirements. As you advance, you'll explore strategies for including humans in the loop for different purposes in a document processing workflow. Moreover, you'll learn best practices for auto-scaling your NLP inference for enterprise traffic. Whether you're new to ML or an experienced practitioner, by the end of this NLP book, you'll have the confidence to use AWS AI services to build powerful NLP applications. What you will learnAutomate various NLP workflows on AWS to accelerate business outcomesUse Amazon Textract for text, tables, and handwriting recognition from images and PDF filesGain insights from unstructured text in the form of sentiment analysis, topic modeling, and more using Amazon ComprehendSet up end-to-end document processing pipelines to understand the role of humans in the loopDevelop NLP-based intelligent search solutions with just a few lines of codeCreate both real-time and batch document processing pipelines using PythonWho this book is for If you're an NLP developer or data scientist looking to get started with AWS AI services to implement various NLP scenarios quickly, this book is for you. It will show you how easy it is to integrate AI in applications with just a few lines of code. A basic understanding of machine learning (ML) concepts is necessary to understand the concepts covered. Experience with Jupyter notebooks and Python will be helpful.
Neglected Social Theorists of Color: Deconstructing the Margins provides a novel contribution to the ongoing debates concerning the canon in contemporary sociological theory. In particular, the editors argue that many scholars whose work may hold significant potential for contributions to contemporary debates in social theory go unrecognized. Still others, while not completely ignored, have fallen victim to a cultural and political climate not receptive to their work. Feminist scholars have been in the forefront of these debates, arguing that many insightful social theorists have been marginalized because of their gender. More recently, studies of individual theorists of color have appeared, but these have been limited to African American scholars such as W.E.B. Du Bois. In the present text, the editors extend this approach to include a broad diversity of theorists of color, including those of African American, Afro-Caribbean, Latinx, Asian, Asian American, and Native American backgrounds. In addition, the editors also include the work of authors who come from academic fields outside of sociology and others who are journalists, activists, or independent writers. The work has a unique format, where the authors of each chapter provide a theoretical analysis of their subject and a discussion of the contemporary significance of their work, lending to a rich discussion of underappreciated sociological scholars.
The objective of this study is to provide a metric that helps to assess the solution readiness status of a firm’s sales force. Sales are often considered as part of a marketing strategy. It will be analyzed to what extent this perspective is justified and how this is influenced by the emergence of solutions. Besides, an overview about the sales marketing interface will be given to raise the awareness of this topic. Furthermore, this study will increase the understanding of the reader about applied metric concepts in marketing departments that can be found in existing firms today. It will be demonstrated how shareholder value influenced the design and why these metrics are not aligned with the latest study of firm value.
Build robust and scalable iOS and Mac OS X game applications About This Book Learn to use and implement the 23 Gang of Four design patterns using Swift 2 Design and architect your code for Swift application development Understand the role, generic UML design, and participants in the class diagram of the pattern by implementing them in a step-by-step approach Who This Book Is For This book is intended for competent Swift developers who want to apply enduring design patterns with Swift to structure and scale their application code. What You Will Learn Choose the appropriate pattern depending on the problem to be solved Understand the generic class diagram of each of the 23 GoF patterns and how each object participates in the pattern Use Swift to implement these patterns even though the language doesn't provide all of the object-oriented programming concepts such as abstract class, interface, and so on Architect your software to avoid the overuse of memory, time spent on calculations, or high network traffic Find the best way to organize your code to make it more secure from the outside world Prepare your code to make it more flexible when the consumer changes or the third-party component hidden code changes Structure your code to change the algorithm to apply at runtime Deliver Flyweight responsibility to your objects In Detail Swift is a multi-paradigm language. It has expressive features familiar to those used to work with modern functional languages, while also keeping the object-oriented features of Objective-C. It remains compatible with Apple's legacy codes and frameworks. A design pattern systematically names, motivates, and explains a general design that addresses a recurring design problem in object-oriented systems. It describes the problem, the solution, when to apply the solution, and its consequences. It also gives implementation hints and examples. Knowledge about design patterns is also one of the best ways to make you different compared to other low-level developers. This book shows you how to use Swift 2 to learn about 23 Gang of Four (GoF) design patterns, and is organized into three categories. The book will present you the five creational patterns, followed by the seven structural patterns, and finishing with the 11 behavioral patterns as defined by the GoF. Each chapter will introduce the pattern by defining its role, which common problems the pattern should be used for, its generic UML representation, how each objects presented in the class diagram participate in the pattern, and what the role of each of these objects is. The book then presents you with a concrete case as an illustration that will be used to implement the pattern using Swift. Style and approach A step-by-step tutorial completed with screenshots and code highlights wherever necessary. Each chapter discusses one or more patterns with its definitions and a simple-to-follow illustration case using a playground or XCText project to implement it with Swift.
Introduction : spirits of places, fractures in time : toward a new history of Jerusalem -- The birth of a Holy City : 4000 BCE to second century CE -- Roman pantheon, Christian reliquary, and Jewish traditions : second to seventh centuries -- In the empire of the Caliphs : seventh to eleventh centuries -- Jerusalem, capital of the Frankish kingdom : 1099-1187 -- From Saladin to Süleyman : the Islamization of the Holy City, 1187-1566 -- The peace of the Ottomans : sixteenth to nineteenth centuries -- The impossible capital? : Jerusalem in the twentieth century -- Conclusion : the memory of the dead, the history of the living.
2019 National Jewish Book Award Finalist for Biography. Ben Hecht had seen his share of death-row psychopaths, crooked ward bosses, and Capone gun thugs by the time he had come of age as a crime reporter in gangland Chicago. His grim experience with what he called “the soul of man” gave him a kind of uncanny foresight a decade later, when a loose cannon named Adolf Hitler began to rise to power in central Europe. In 1932, Hecht solidified his legend as "the Shakespeare of Hollywood" with his thriller Scarface, the Howard Hughes epic considered the gangster movie to end all gangster movies. But Hecht rebelled against his Jewish bosses at the movie studios when they refused to make films about the Nazi menace. Leveraging his talents and celebrity connections to orchestrate a spectacular one-man publicity campaign, he mobilized pressure on the Roosevelt administration for an Allied plan to rescue Europe’s Jews. Then after the war, Hecht became notorious, embracing the labels “gangster” and “terrorist” in partnering with the mobster Mickey Cohen to smuggle weapons to Palestine in the fight for a Jewish state. The Notorious Ben Hecht: Iconoclastic Writer and Militant Zionist is a biography of a great twentieth-century writer that treats his activism during the 1940s as the central drama of his life. It details the story of how Hecht earned admiration as a humanitarian and vilification as an extremist at this pivotal moment in history, about the origins of his beliefs in his varied experiences in American media, and about the consequences. Who else but Hecht could have drawn the admiration of Ezra Pound, clowned around with Harpo Marx, written Notorious and Spellbound with Alfred Hitchcock, launched Marlon Brando’s career, ghosted Marilyn Monroe’s memoirs, hosted Jack Kerouac and Salvador Dalí on his television talk show, and plotted revolt with Menachem Begin? Any lover of modern history who follows this journey through the worlds of gangsters, reporters, Jazz Age artists, Hollywood stars, movie moguls, political radicals, and guerrilla fighters will never look at the twentieth century in the same way again.
Based on long-term research in northern Chad, this book provides a unique account of mobility, wealth, and aspirations to political autonomy at the heart of the contemporary Sahara.
In Creation and Contemplation, Julien Decharneux explores the connections between the cosmology of the Qur’ān and various cosmological traditions of Late Antiquity, with a focus on Syriac Christianity. The first part of the book studies how, in exhorting its audience to contemplate the world, the Qur’ān carries on a tradition of natural contemplation that had developed throughout Late Antiquity in the Christian world. In this regard, the analysis suggests particularly striking connections with the mystical and ascetic literature of the Church of the East, which was in effervescence at the time of the emergence of Islam. The second part argues that the Qur’ānic cosmological discourse is built so as to serve the overarching theological message of the text, namely God’s absolute unity. Despite the allusive, and sometimes obscure, way in which the Qur’ān talks about the world’s coming into being and its maintenance in existence, the text betrays its authors’ acquaintance with cosmological debates of Late Antiquity. In studying the Qur’ān through the prism of Late Antiquity, this book contributes to our understanding of the emergence of Islam and its relationship with other religious traditions of the time. Winner of the 2022 Marie-Antoinette Van Huele Prize and the 2023 Richard Kreglinger Prize (both Faculty of Philosophy and Social Sciences, Free University of Brussels.
During the first World War, over a million Armenians were killed as Ottoman Turks embarked on a bloody campaign of ethnic cleansing. Scholars have long described these massacres as genocide, one of Hitler’s prime inspirations for the Holocaust, yet the United States did not officially recognize the Armenian Genocide until 2021. This is the first book to examine how and why the United States refused to acknowledge the Armenian Genocide until the early 2020s. Although the American government expressed sympathy towards the plight of the Armenians in the 1910s and 1920s, historian Julien Zarifian explores how, from the 1960s, a set of geopolitical and institutional factors soon led the United States to adopt a policy of genocide non-recognition which it would cling to for over fifty years, through Republican and Democratic administrations alike. He describes the forces on each side of this issue: activists from the US Armenian diaspora and their allies, challenging Cold War statesmen worried about alienating NATO ally Turkey and dealing with a widespread American reluctance to directly confront the horrors of the past. Drawing from congressional records, rare newspapers, and interviews with lobbyists and decision-makers, he reveals how genocide recognition became such a complex, politically sensitive issue.
This catalogue is published to mark the anniversary of the Emerige Revelation Grant and to introduce the 58 artists who took part in the Grant with interviews by Julie Ackermann, Guillaume Benoit, Paloma Blanchet-Hidalgo, Gaël Charbau, Aurélie Faure, Sarah Ihler-Meyer, Sophie Lapalu, Marine Relinger, Julien Verhaeghe, Anne-Lou Vicente and Marion Zilio.
A guide to the fascinating legal history of the videogame industry, written for nonlawyers. Why did a judge recall FIFA 15, a nonviolent soccer game, from French shelves in 2014? Why was Vodka Drunkenski, a character in Nintendo-Japan’s Punch-Out!, renamed Soda Popinski in the US and then in Western Europe, where the pun made no sense? Why was a Dutch-American company barred by US courts from distributing a clone of Pac-Man? Julien Mailland answers all these questions and more in The Game That Never Ends, an inside look at the legal history that undergirds our favorite videogames. Drawing on a series of case studies as vignettes of the human comedy, Mailland sheds light on why and how the role of lawyers is key for understanding the videogame industry. Each chapter in The Game That Never Ends is a mini-puzzle that pieces together how an important legal issue arose, was resolved, and impacted the industry and the experience of gamers in real time. These chapters are interspersed with shorter chapters called “The Lawyer’s Corner,” opportunities to dive deeper into individual cases. Lightly footnoted, these interludes connect the previous chapters together by providing a conceptual meta-analysis. Offering a comprehensive overview of the global legal history of videogames, The Game That Never Ends will leave readers with a nuanced, in-depth, and more global understanding of the videogame industry.
The principal audience for this book seems to be deliberately and most certainly an academic one; that said, those practitioners from a business management or central/local government support-agency background might also find the text a useful resource. Intrinsically, those employed teaching and researching within the fields of entrepreneurship or regional economic development will find this publication an invaluable and indispensable reference tool. . . After an excellent, cohesive and informative introductory chapter, which places the book firmly in the field of regional entrepreneurship theory development, the reader is effortlessly prepared for the intellectually challenging read ahead. . . this book is well laid out and it is easy for the reader to pick up the thread of the argument, even after a lay-off. The endnotes after each chapter are useful and comprehensive, adding richness to the text through the additional information. The bibliography is as comprehensive as it is exhaustive. . . Professor Julien has given us a book that presents both an interesting and alternative perspective to the field of entrepreneurial cross-disciplinary research. Paul J. Ferri, International Journal of Entrepreneurial Behaviour and Research . . . it is my view that this book gives a very important contribution for the understanding of development of local entrepreneurship, through its cross-disciplinary approach. I see the book is especially interesting from an entrepreneurship and a regional development perspective. . . this book should inspire research that takes a more holistic approach using different levels of analysis and applies it to economic development at a local/territorial level, when studying entrepreneurship. Einar Lier Madsen, International Small Business Journal The reader who is interested in entrepreneurship and/or regional development will find this book a welcome contribution to the field. Rainer Harms, Entrepreneurship and Innovation For too long, researchers have regarded local dynamism as the result of the actions of certain entrepreneurs. If this were the case, how could we explain the simultaneous presence of winning , stagnating or declining areas with very similar socioeconomic profiles within the same region? Departing from this restrictive and somewhat inadequate approach, Pierre-André Julien considers entrepreneurship as a collective behaviour specifically related to the dynamism of the milieu in which it develops. The author introduces a complex, innovative theory of local entrepreneurship, demonstrating that the emergence of new ventures and the development of existing enterprises cannot be understood without taking into account certain factors: locale, social capital, networking and entrepreneurial culture within a given area are all crucial to entrepreneurial growth. Expanding upon this theory, the book demonstrates how entrepreneurship can be fostered in order to support collective development. Various forms of partnership among socioeconomic actors are then analysed to highlight the social conventions and entrepreneurial culture that connect and intensify the energies at the root of local dynamism. This highly original book represents a departure from entrepreneurship literature that is largely limited to the study of entrepreneurs behaviour. Its dynamic presentation of holistic theory will prove an extremely absorbing read for those with an academic or professional interest in business and management, entrepreneurship and regional development.
Since the 1990s, a growing number of criminal courts around the world have been using expert assessments based on behavioral genetics and neuroscience to evaluate the responsibility and dangerousness of offenders. Despite this rapid circulation, however, we still know very little about the scientific knowledge underlying these expert evaluations. Hereditary traces the historical development of biosocial criminology in the United States from the 1960s to the present, showing how the fate of this movement is intimately linked to that of the field of criminology as a whole. In claiming to identify the biological and environmental causes of so-called "antisocial" behaviors, biosocial criminologists are redefining the boundary between the normal and the pathological. Julien Larregue examines what is at stake in the development of biosocial criminology. Beyond the origins of delinquency, Larregue addresses the reconfiguration of expertise in contemporary societies, and in particular the territorial struggles between the medical and legal professions. For if the causes of crime are both biological and social, its treatment may call for medical as well as legal solutions.
Spend some time with Christ this Lent using these forty meditations on the passion-- one for each Lenten day (except Sundays) from Ash Wednesday through Holy Saturday. The Way of the Passion: Forty Stations with Jesus expands on the traditional fourteen Stations of the Cross, taking a closer look at all of the events of Holy Week. Let these meditations help you explore Christ's death in a deeper and more personal way, bringing you closer to him.
Hollis studied her face in the light of the campfire. “So, how does a shepherd girl find herself in the Forest of Fondair, heading to the Kiatri to lead a crusade against the Fontre?” Cassai had untied her braid and was unraveling it. The curls tangled themselves around her small fingers. “Not a crusade, war. Lashai belongs to us. We were a free, peaceful people under the Namarielle. The land flourished, and the people had plenty. The Fontre took everything: our herds, our crops, our money, they even burned down our churches. Why would they do that?” Her gaze had fallen into the darkness between the trees, and Hollis assumed this was a rhetorical question. "So, we’re going to fight them; our small band of Keepers and anyone else we can find to join us will fight for our Lashai. And if no one else joins, I’ll fight them alone. I just can’t live as their slave. I won’t.
In this ground-breaking release, Rev. JULIEN hammers away at the importance and power of the Name of JESUS, the Name above any other name. He shares with the reader the keys to allowing the power of that Name to become manifest in his or her life and shows that it biblically stands for salvation, healing, protection and freedom. This book is worth reading!
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