Field-tested tips, tricks, and design patterns for building machine learning projects that are deployable, maintainable, and secure from concept to production. In Machine Learning Engineering in Action, you will learn: Evaluating data science problems to find the most effective solution Scoping a machine learning project for usage expectations and budget Process techniques that minimize wasted effort and speed up production Assessing a project using standardized prototyping work and statistical validation Choosing the right technologies and tools for your project Making your codebase more understandable, maintainable, and testable Automating your troubleshooting and logging practices Ferrying a machine learning project from your data science team to your end users is no easy task. Machine Learning Engineering in Action will help you make it simple. Inside, you’ll find fantastic advice from veteran industry expert Ben Wilson, Principal Resident Solutions Architect at Databricks. Ben introduces his personal toolbox of techniques for building deployable and maintainable production machine learning systems. You’ll learn the importance of Agile methodologies for fast prototyping and conferring with stakeholders, while developing a new appreciation for the importance of planning. Adopting well-established software development standards will help you deliver better code management, and make it easier to test, scale, and even reuse your machine learning code. Every method is explained in a friendly, peer-to-peer style and illustrated with production-ready source code. About the technology Deliver maximum performance from your models and data. This collection of reproducible techniques will help you build stable data pipelines, efficient application workflows, and maintainable models every time. Based on decades of good software engineering practice, machine learning engineering ensures your ML systems are resilient, adaptable, and perform in production. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the book Machine Learning Engineering in Action teaches you core principles and practices for designing, building, and delivering successful machine learning projects. You’ll discover software engineering techniques like conducting experiments on your prototypes and implementing modular design that result in resilient architectures and consistent cross-team communication. Based on the author’s extensive experience, every method in this book has been used to solve real-world projects. What's inside Scoping a machine learning project for usage expectations and budget Choosing the right technologies for your design Making your codebase more understandable, maintainable, and testable Automating your troubleshooting and logging practices About the reader For data scientists who know machine learning and the basics of object-oriented programming. About the author Ben Wilson is Principal Resident Solutions Architect at Databricks, where he developed the Databricks Labs AutoML project, and is an MLflow committer. Table of Contents PART 1 AN INTRODUCTION TO MACHINE LEARNING ENGINEERING 1 What is a machine learning engineer? 2 Your data science could use some engineering 3 Before you model: Planning and scoping a project 4 Before you model: Communication and logistics of projects 5 Experimentation in action: Planning and researching an ML project 6 Experimentation in action: Testing and evaluating a project 7 Experimentation in action: Moving from prototype to MVP 8 Experimentation in action: Finalizing an MVP with MLflow and runtime optimization PART 2 PREPARING FOR PRODUCTION: CREATING MAINTAINABLE ML 9 Modularity for ML: Writing testable and legible code 10 Standards of coding and creating maintainable ML code 11 Model measurement and why it’s so important 12 Holding on to your gains by watching for drift 13 ML development hubris PART 3 DEVELOPING PRODUCTION MACHINE LEARNING CODE 14 Writing production code 15 Quality and acceptance testing 16 Production infrastructure
Summary Learn Cisco Network Administration in a Month of Lunches is a tutorial designed for beginners who want to learn how to administer Cisco switches and routers. Just set aside one hour a day (lunchtime would be perfect) for a month, and you'll start learning practical Cisco Network administration skills faster than you ever thought possible. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Cisco's ultrareliable routers and switches are the backbone of millions of networks, but "set and forget" is not an acceptable attitude. Fortunately, you don't have to be an old-time administrator to set up and maintain a Cisco-based network. With a handful of techniques, a little practice, and this book, you can keep your system in top shape. About the Book Learn Cisco Network Administration in a Month of Lunches is designed for occasional and full-time network administrators using Cisco hardware. In 22 bite-sized lessons, you'll learn practical techniques for setting up a Cisco network and making sure that it never fails. Real-world labs start with configuring your first switch and guide you through essential commands, protocols, dynamic routing tricks, and more. What's Inside Understand your Cisco network, including the difference between routers and switches Configure VLANs and VLAN trunks Secure your network Connect and configure routers and switches Establish good maintenance habits About the Reader This book is written for readers with no previous experience with Cisco networking. About the Author Ben Piper is an IT consultant who holds numerous Cisco, Citrix, and Microsoft certifications including the Cisco CCNA and CCNP. He has created many video courses on networking, Cisco CCNP certification, Puppet, and Windows Server Administration. Table of Contents Before you begin What is a Cisco network? A crash course on Cisco's Internetwork Operating System Managing switch ports Securing ports by using the Port Security feature Managing virtual LANs (VLANs) Breaking the VLAN barrier by using switched virtual interfaces IP address assignment by using Dynamic Host Configuration Protocol Securing the network by using IP access control lists Connecting switches using trunk links Automatically configuring VLANs using the VLAN Trunking Protocol Protecting against bridging loops by using the Spanning Tree Protocol Optimizing network performance by using port channels Making the network scalable by connecting routers and switches together Manually directing traffic using the IP routing table A dynamic routing protocols crash course Tracking down devices Securing Cisco devices Facilitating troubleshooting using logging and debugging Recovering from disaster Performance and health checklist Next steps
This report was commissioned to analyse the concepts of citizenship and its implications for young people, ascertain young people's perceptions of citizenship and identify what strategies can be utilised to advance empowering concepts of citizenship amongst young people.
“The meticulousness of the Longs’ research is awesome” in this historical account of the plot to brand a British naval official as a Catholic traitor (The Guardian). 1679, England: Fear of conspiracy and religious terrorism have provoked panic in politicians and a zealous reaction from the legal system. Everywhere, or so it is feared, Catholic agents are plotting to overthrow the King. Samuel Pepys, Secretary of the Admiralty, finds himself charged with treason and facing a show trial and execution. Imprisoned in the Tower of London, Pepys sets to work investigating his mysterious accuser, Colonel John Scott, and uncovers a life riddled with ambition, forgery, treason and—ultimately—murder. Using rare access to Pepys’ account of the affair, James Long and Ben Long brilliantly evoke a turbulent period in England’s history—and tell the forgotten story of the two most dangerous years in the life of the legendary diarist. “As gripping as any thriller.” —The Times (London) “I couldn’t put it down, and there aren’t many books on the seventeenth century you can say that about.” —History Today
Enacts a radically interdisciplinary intersectionality to position performance-based research in solidarity with decoloniality This boldly innovative work interrogates the form and meaning of artistic research (also called practice research, performance as research, and research-creation), examining its development within the context of predominately white institutions that have enabled and depoliticized it while highlighting its radical potential when reframed as a lineage of critical whiteness practice. Ben Spatz crafts a fluid yet critical new framework, explored via a series of case studies that includes Spatz’s own practice-as-research, to productively confront hegemonic modes of white writing and white institutionality. Ultimately taking jewishness as a paradigmatically “molecular” identity—variously configured as racial, ethnic, religious, or national—they offer a series of concrete methodological and formal proposals for working at the intersections of embodied identities, artistic techniques, and alternative forms of knowledge. Race and the Forms of Knowledge: Technique, Identity, and Place in Artistic Research takes inspiration from recent critical studies of blackness and indigeneity to show how artistic research is always involved in the production and transformation of identity. Spatz offers a toolkit of practical methods and concepts—from molecular identities to audiovisual ethnotechnics and earthing the laboratory—for reimagining the university and other contemporary institutions.
In British Columbia by the Road, Ben Bradley takes readers on an unprecedented journey through the history of roads, highways, and motoring in British Columbia’s Interior, a remote landscape composed of plateaus and interlocking valleys, soaring mountains and treacherous passes. Challenging the idea that the automobile offered travellers the freedom of the road and a view of unadulterated nature, Bradley shows that an array of interested parties – boosters, businessmen, conservationists, and public servants – manipulated what drivers and passengers could and should view from the road. When it came to roads and highways, planners and builders had two concerns: grading or paving a way through “the wilderness” and opening pathways to new parks and historic sites. They understood that the development of a modern road network would lead to new ways of perceiving BC and its environment. Although cars and roads promised freedom, they offered drivers a curated view of the landscape that shaped the province’s image in the eyes of residents and visitors alike.
Sealab is the underwater Right Stuff: the compelling story of how a US Navy program sought to develop the marine equivalent of the space station—and forever changed man’s relationship to the sea. While NASA was trying to put a man on the moon, the US Navy launched a series of daring experiments to prove that divers could live and work from a sea-floor base. When the first underwater “habitat” called Sealab was tested in the early 1960s, conventional dives had strict depth limits and lasted for only minutes, not the hours and even days that the visionaries behind Sealab wanted to achieve—for purposes of exploration, scientific research, and to recover submarines and aircraft that had sunk along the continental shelf. The unlikely father of Sealab, George Bond, was a colorful former country doctor who joined the Navy later in life and became obsessed with these unanswered questions: How long can a diver stay underwater? How deep can a diver go? Sealab never received the attention it deserved, yet the program inspired explorers like Jacques Cousteau, broke age-old depth barriers, and revolutionized deep-sea diving by demonstrating that living on the seabed was not science fiction. Today divers on commercial oil rigs and Navy divers engaged in classified missions rely on methods pioneered during Sealab. Sealab is a true story of heroism and discovery: men unafraid to test the limits of physical endurance to conquer a hostile undersea frontier. It is also a story of frustration and a government unwilling to take the same risks underwater that it did in space. Ben Hellwarth, a veteran journalist, interviewed many surviving participants from the three Sealab experiments and conducted extensive documentary research to write the first comprehensive account of one of the most important and least known experiments in US history.
Two modern cases of genocide and extermination began in Southeast Asia in the same year. Pol Pot's Khmer Rouge regime ruled Cambodia from 1975 to 1979, and Indonesian forces occupied East Timor from 1975 to 1999. This book examines the horrific consequences of Cambodian communist revolution and Indonesian anti-communist counterinsurgency. It also chronicles the two cases of indigenous resistance to genocide and extermination, the international cover-ups that obstructed documentation of these crimes, and efforts to hold the perpetrators legally accountable.The perpetrator regimes inflicted casualties in similar proportions. Each caused the deaths of about one-fifth of the population of the nation. Cambodia's mortality was approximately 1.7 million, and approximately 170,000 perished in East Timor. In both cases, most of the deaths occurred in the five-year period from 1975 to1980. In addition, Cambodia and East Timor not only shared the experience of genocide but also of civil war, international intervention, and UN conflict resolution. U.S. policymakers supported the invading Indonesians in Timor, as well as the indigenous Khmer Rouge in Cambodia. Both regimes exterminated ethnic minorities, including local Chinese, as well as political dissidents. Yet the ideological fuel that ignited each conflagration was quite different. Jakarta pursued anti-communism; the Khmer Rouge were communists. In East Timor the major Indonesian goal was conquest. In Cambodia, the Khmer Rouge's goal was revolution. Maoist ideology influenced Pol Pot's regime, but it also influenced the East Timorese resistance to the Indonesia's occupiers.Genocide and Resistance in Southeast Asia is significant both for its historical documentation and for its contribution to the study of the politics and mechanisms of genocide. It is a fundamental contribution that will be read by historians, human rights activists, and genocide studies specialists.
This book presents an alternative approach to understanding fear and crime by examining those who are feared or who cause fear to others, as opposed to those who are fearful of crime. The existing research into the fearful and the fear of crime offers little insight into this particular experience and so this book represents a missing link in our understanding of how fear of crime is understood by all of those that experience it. It draws on some powerful interviews with juveniles, police officers, soldiers, muscular gym-goers and bouncers/doormen who can be interpreted as being feared. This book focuses on the perceptions, emotions and ensuing actions of those who are perceived as a threat to security by others. It provides an in-depth analysis of the perception of fear in interactions, how this is recognised within an encounter, how these perceptions are attributed and reacted upon, how these experiences relate to particular situations, and how they are structured in ongoing life experiences. It suggests 'pillars' of fear.
The history books say that Napoleon died of natural causes. Napoleon himself, expiring at 51 after a lifetime of robust health, suspected otherwise and ordered a thorough autopsy. His suspicions were well-founded. So clever was the crime, however, that until recent developments in forensic science, it was impossible to prove a case of murder, let alone name the killer. Now, the authors of this fascinating book assert, it has been done-by a brilliant man whose 20-year inquest, a feat of detection, has produced one of history’s greatest surprises. What the critics say: "History at its most electrifying" - Newsweek "A nonfiction whodunit based on modern scientific technique" - New York Times "A spellbinding whodunit about one of history's greatest crimes" - History Book Club "Sensational ... as gripping as a detective novel yet scrupulously observant of historical fact" - Publishers Weekly "Thoroughly convincing... A major Odyssey in historical research" - Harold C. Deutsch, professor of military history, U.S. Army War College
Move over, Moneyball -- this New York Times bestseller examines major league baseball's next cutting-edge revolution: the high-tech quest to build better players. As bestselling authors Ben Lindbergh and Travis Sawchik reveal in The MVP Machine, the Moneyball era is over. Fifteen years after Michael Lewis brought the Oakland Athletics' groundbreaking team-building strategies to light, every front office takes a data-driven approach to evaluating players, and the league's smarter teams no longer have a huge advantage in valuing past performance. Lindbergh and Sawchik's behind-the-scenes reporting reveals: How undersized afterthoughts José Altuve and Mookie Betts became big sluggers and MVPs How polarizing pitcher Trevor Bauer made himself a Cy Young contender How new analytical tools have overturned traditional pitching and hitting techniques How a wave of young talent is making MLB both better than ever and arguably worse to watch Instead of out-drafting, out-signing, and out-trading their rivals, baseball's best minds have turned to out-developing opponents, gaining greater edges than ever by perfecting prospects and eking extra runs out of older athletes who were once written off. Lindbergh and Sawchik take us inside the transformation of former fringe hitters into home-run kings, show how washed-up pitchers have emerged as aces, and document how coaching and scouting are being turned upside down. The MVP Machine charts the future of a sport and offers a lesson that goes beyond baseball: Success stems not from focusing on finished products, but from making the most of untapped potential.
Aid has become a tangle of donors and recipients, so unwieldy that it is in danger of collapse. This ground-breaking book presents fresh thinking that transcends the 'more' verses 'less' arguments. Drawing on complexity theory it shows how aid could be transformed into a truly dynamic form of global cooperation fit for the twenty-first century.
This book reviews changes in attitudes to immigrants in Britain and the language that was used to put these feelings into words between 1841 and 1921. Using a historical and linguistic method for an analysis of so far for this purpose relatively unused primary sources, it offers novel findings. It has found that changes in the meaning and use of the word alien in Britain coincided during the period between 1841 and 1921 with the expression of changing attitudes to immigrants in this country and the modification of the British variant of the English language. When people in Britain in these years used the term ‘an alien’, they meant most likely a foreigner, stranger, refugee or immigrant. In 1841 an alien denoted a foreigner or a stranger, notably a person residing or working in a country who did not have the nationality or citizenship of that country. However, by 1921 an alien mainly signified an immigrant in Britain – a term which, as this book shows, had in the course of the years since 1841 acquired very negative connotations.
JMX in Action covers the Java Management Extensions specification. You will learn how JMX can provide robust management and monitoring capabilities for your Java and non-Java resources (including hardware).
In The Province of Affliction, Ben Mutschler explores the surprising roles that illness played in shaping the foundations of New England society and government from the late seventeenth century through the early nineteenth century. Considered healthier than people in many other regions of early America, and yet still riddled with disease, New Englanders grappled steadily with what could be expected of the sick and what allowances were made to them and their providers. Mutschler integrates the history of disease into the narrative of early American social and political development, illuminating the fragility of autonomy, individualism, and advancement . Each sickness in early New England created its own web of interdependent social relations that could both enable survival and set off a long bureaucratic struggle to determine responsibility for the misfortune. From families and households to townships, colonies, and states, illness both defined and strained the institutions of the day, bringing people together in the face of calamity, yet also driving them apart when the cost of persevering grew overwhelming. In the process, domestic turmoil circulated through the social and political world to permeate the very bedrock of early American civic life.
Set sail for Africa in this thrilling sequel to Gentleman Captain. When a captured Barbary pirate tells a tale of a mountain of gold deep in Africa, gentleman Captain Matthew Quinton has his doubts. But King Charles II can’t resist the chance to outstrip the Dutch with a limitless source of wealth. With the devious corsair aboard, Quinton embarks on a voyage past the edge of the map and into the African unknown. As he gets closer, and as sabotage attempts pile up, he begins to wonder if there is truth in the legend after all . . . Back in England, the king has arranged a marriage between Quinton’s elder brother and a mysterious lady rumored to have murdered her previous husbands. Will Quinton be able to find the fabled mountain of gold and return home in time to protect his family? "J. D. Davies writes with surging lyricism and surprisingly witty insight about a subject that he clearly knows through and through… These are superb books and I look forward eagerly to reading more of them."—Angus Donald, author of The Outlaw Chronicles “Swashbuckling suspense, royal intrigue, and high seas naval action… [an] excellent series.”—Publishers Weekly
Grails is a full-stack web development framework that enables you to build complete web applications in a fraction of the time and with less code than other frameworks. Grails uses the principle of convention over configuration and the dynamic Groovy programming language. This revised and updated new edition shows you how to use Grails by iteratively building a unique, working application. By the time you're done, you'll have built and deployed a real, functioning website. Using this hands-on, pragmatic approach, you'll explore topics such as Ajax in Grails, custom tags, and plugins. You'll dig into Grails' powerful view technology, Groovy Server Pages, and see how you can easily leverage the help offered by scaffolding to create custom user interfaces faster than you would have thought possible. Along the way, you'll learn about domain classes, controllers, and GSP views. And you'll see how Grails enables you to use powerful frameworks such as Spring and Hibernate. With Grails, you can get a lot done with little effort. With this book, you'll get a lot done as well. Get started with Grails today. What You Need: Grails 2 will run on any machine that supports Java. Grails applications can be deployed on any Java Servlet container, including Tomcat, Jetty, WebLogic, JBoss, and Websphere.
What does it mean to trust the police? What makes the police legitimate in the eyes of the policed? What builds trust, legitimacy and cooperation, and what undermines the bond between police and the public? These questions are central to current debates concerning the relationship between the British police and the public it serves. Yet, in the context of British policing they are seldom asked explicitly, still less examined in depth. Drawing on psychological and sociological explanatory paradigms, Just Authority? presents a cutting-edge empirical study into public trust, police legitimacy, and people’s readiness to cooperate with officers. It represents, first, the most detailed test to date of Tom Tyler’s procedural justice model attempted outside the United States. Second, it uncovers the social ecology of trust and legitimacy and, third, it describes the relationships between trust, legitimacy and cooperation. This book contains many important lessons for practitioners, policy-makers and academics. As elsewhere the dominant vision of policing in Great Britain continues to stress instrumental effectiveness: the ‘fight against crime’ will be won by pro-active and even aggressive policing. In line with work from the United States and elsewhere, Just Authority? casts significant doubt on such claims. When people find policing to be unfair, disrespectful and careless of human dignity, not only is trust lost, legitimacy is also damaged and cooperation is withdrawn as a result. Absent such public support, the job of the police is made harder and the avowed objectives of less crime and disorder placed ever further from reach.
In the transitional networked society, police power is no longer constrained by the borders of the nation state. It has globalised. Global Policing shows how security threats have been constructed by powerful actors to justify the creation of a new global policing architecture and how the subculture of policing shapes the world system. Demonstrating how a theory of global policing is central to understanding global governance, the text explores: - the ′new security agenda′ focused on serious organised crime and terrorism and how this is transforming policing - the creation of global organisations such as Interpol, regional entities such as Europol, and national policing agencies with a transnational reach - the subculture of the ′global cops′, blurring boundaries between police, private security, military and secret intelligence agencies - the reality of transnational policing on the ground, its effectiveness, legitimacy, accountability and future development. Written by two leading international experts who bring cutting-edge theoretical debates to life with case studies and examples, Global Policing will prove captivating reading for students and scholars in criminology, criminal justice, international relations, law and sociology.
First published in 1947, this bestselling historical novel is cherished and remembered as one of the finest retellings of the Civil War saga—America's own War and Peace. In the first hard pinch of the Civil War, five siblings of an established Confederate Virginia family learn that their father is the grandfather of Abraham Lincoln. The family's story, and the story of their descendants, is presented in this tale that includes both soldiers and civilians—complete with their boasting, ambition, and arrogance, but also their patience, valor, and shrewdness. The grandnephew of General James Longstreet, the author brings to life one of the most extraordinary periods in history, and details war as it really is—a disease from which, win or lose, no nation ever completely recovers.
Identity, power, and positionality play crucial roles in designing and implementing research critically and ethically across marginalized cultures and communities. Through four unique case studies, this book highlights the dilemmas faced by researchers in the field of education, demonstrating how they grapple with the ethics of research and with their role in the process. Re-searching Margins: Ethics, Social Justice and Education attends to research in four specific marginalized communities, whilst also engaging in a wider dialogue about the complex theories, methodologies and practices of ethical research in communities of difference. This book examines ethical research with cultures and communities as an exchange in which both the researcher and the researched bring complex contextual and biographical factors shaped by their histories, identities, and experiences. Drawing on the lives and research of four renowned scholars, this book will be of interest to researchers and policy makers in education who seek to engage ethically and justly with marginalized communities.
This book investigates the normalisation of blame-shifting within ideological discourse as a broad feature of history, working from Churchill’s truism that history is written by the victors. To that end, it explores historical episodes of political persecution carried out under cover of moral panic, highlighting the process of ‘Othering’ common to each and theorising a historical model of panic-driven scapegoating from the results. Building this model from case studies in witch panic, communist panic and terrorist panic respectively, The Oldest Trick in the Book builds an argument that features common to each case study reflect broader historical patterning consistent with Churchill’s maxim. On this basis it argues that the periodic construction of bogeymen or ‘folk demons’ is a useful device for enabling the kind of victim-playing and victim-blaming critical to protecting elite privilege during periods of crisis and that in being a recurring theme historically, panic-driven scapegoating retains great ongoing value to the privileged and powerful, and thus conspicuously remains an ongoing feature of world politics.
With a Foreword by Coach K himself, the full history of Duke Blue Devils basketball from Dick Groat and Art Heyman to Grant Hill and J.J. Redick. No college in America has dominated the basketball scene the way Duke has. From the first game in 1906 to the modern ears, no team has generated more thrills and excitement to NCAA basketball than the Duke Blue Devils. Chapters included: The Players Gerard, Groat, and Bradley Return to Glory Spell it K Starting a Dynasty And much more! Through the NCAA National Championship following the 2009–10 season, 100 Seasons of Duke Basketball provides fans with an insider’s look at Duke basketball and the people who have made it a national legend—Vic Bubas, Eddie Cameron, Art Heyman, Mike Krzyzewski, and many others.
Everything you need to know for the Solutions Architect - Associate Exam, fully updated The AWS Certified Solutions Architect Study Guide: Associate (SAA-C01) Exam is your complete and fully updated resource to the AWS Solutions Architect - Associate certification. This invaluable Sybex study guide covers all relevant aspects of the AWS Solutions Architect job role, including mapping multi-tier architectures to AWS services, loose coupling and stateless systems, applying AWS security features, deploying and managing services, designing large scale distributed systems, and many more. Written by two AWS subject-matter experts, this self-study guide and reference provides all the tools and information necessary to master the exam, earn your certification, and gain insights into the job of an AWS Solutions Architect. Efficient and logical presentation of exam objectives allows for flexible study of topics, and powerful learning tools increase comprehension and retention of key exam elements. Practice questions, chapter reviews, and detailed examination of essential concepts fully prepare you for the AWS Solutions Architect – Associate certification. The certification is highly valued in IT and cloud computing professionals. Now in a new edition—reflecting the latest changes, additions, and updates to the AWS Solutions Architect – Associate certification exam guide—this book is your complete, one-stop resource: Access the Sybex interactive learning environment and test bank, including chapter tests, practice exams, electronic flashcards, and a searchable glossary of key terms. Learn all the components of the AWS exam and know what to expect on exam day Review challenging exam topics and focus on the areas that need improvement Expand your AWS skillset and keep pace with current cloud computing technologies The AWS Certified Solutions Architect Study Guide: Associate (SAA-C01) Exam enables you to validate your skills, increase your competitive advantage, and take the next step on your career path. Comprehensive and up-to-date content and superior study tools make this guide a must-have resource for those seeking AWS Solutions Architect – Associate certification.
Ben Ross Schneider's volume, New Order and Progress takes a thorough look at the political economy of Brazil. The distinctive perspective of the 11 chapters is historical, comparative, and theoretical. Collectively, the chapters offer sobering insight into why Brazil has not been the rising economic star of the BRIC that many predicted it would be, but also documents the gains that Brazil has made toward greater equality and stability. The book is grouped into four parts covering Brazil's development strategy, governance, social change, and political representation. The authors -18 leading experts from Brazil and the United States - analyze core issues in Brazil's evolving political economy, including falling inequality, the new middle class, equalizing federalism, the politicization of the federal bureaucracy, resurgent state capitalism, labor market discrimination, survival of political dynasties, the expansion of suffrage, oil and the resource curse, exchange rates and capital controls, protest movements, and the frayed social contract.
Provides a new perspective on an important area of economic theory Supplements existing texts on the theory of labour markets Labour economics is a popular area and work covers some very topical issues e.g. minimum wage, gender, notion of natural rate of unemployment Well-known and respected author
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