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Reinforcement Learning, second edition

Reinforcement Learning, second edition Pdf/ePub eBook Author: Richard S. Sutton,Andrew G. Barto
Editor: MIT Press
ISBN: 0262352702
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Reinforcement Learning, second edition by Richard S. Sutton,Andrew G. Barto Summary

The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.


Unprepared Pdf/ePub eBook Author: Andrew Lakoff
Editor: Univ of California Press
ISBN: 0520968417
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Unprepared by Andrew Lakoff Summary

Recent years have witnessed an upsurge in global health emergencies—from SARS to pandemic influenza to Ebola to Zika. Each of these occurrences has sparked calls for improved health preparedness. In Unprepared, Andrew Lakoff follows the history of health preparedness from its beginnings in 1950s Cold War civil defense to the early twenty-first century, when international health authorities carved out a global space for governing potential outbreaks. Alert systems and trigger devices now link health authorities, government officials, and vaccine manufacturers, all of whom are concerned with the possibility of a global pandemic. Funds have been devoted to cutting-edge research on pathogenic organisms, and a system of post hoc diagnosis analyzes sites of failed preparedness to find new targets for improvement. Yet, despite all these developments, the project of global health security continues to be unsettled by the prospect of surprise.

C# 6.0 and the .NET 4.6 Framework

C# 6.0 and the .NET 4.6 Framework Pdf/ePub eBook Author: ANDREW TROELSEN,Philip Japikse
Editor: Apress
ISBN: 1484213327
FileSize: 412kb
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C# 6.0 and the .NET 4.6 Framework by ANDREW TROELSEN,Philip Japikse Summary

This new 7th edition of Pro C# 6.0 and the .NET 4.6 Platform has been completely revised and rewritten to reflect the latest changes to the C# language specification and new advances in the .NET Framework. You'll find new chapters covering all the important new features that make .NET 4.6 the most comprehensive release yet, including: A Refined ADO.NET Entity Framework Programming Model Numerous IDE and MVVM Enhancements for WPF Desktop Development Numerous updates to the ASP.NET Web APIs This comes on top of award winning coverage of core C# features, both old and new, that have made the previous editions of this book so popular. Readers will gain a solid foundation of object-oriented development techniques, attributes and reflection, generics and collections as well as numerous advanced topics not found in other texts (such as CIL opcodes and emitting dynamic assemblies). The mission of this book is to provide you with a comprehensive foundation in the C# programming language and the core aspects of the .NET platform plus overviews of technologies built on top of C# and .NET (ADO.NET and Entity Framework, Windows Communication Foundation (WCF), Windows Presentation Foundation (WPF), ASP.NET (WebForms, MVC, WebAPI).). Once you digest the information presented in these chapters, you’ll be in a perfect position to apply this knowledge to your specific programming assignments, and you’ll be well equipped to explore the .NET universe on your own terms. What You Will Learn: Be the first to understand the .NET 4.6 platform and C# 6. Discover the ins and outs of the leading .NET technology. Learn from an award-winning author who has been teaching the .NET world since version 1.0. Find complete coverage of XAML, .NET 4.6 and Visual Studio 2015 together with discussion of the new Windows Runtime.

Design Against Crime

Design Against Crime Pdf/ePub eBook Author: Caroline L. Davey,Andrew B. Wootton
Editor: Taylor & Francis
ISBN: 1317152654
FileSize: 611kb
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Design Against Crime by Caroline L. Davey,Andrew B. Wootton Summary

Design Against Crime will aid the design profession to meet the challenges presented by the competing needs and complex systems around crime and security. It proposes that designers should use their creative talents to develop innovative solutions to security problems that contribute to the ongoing fight against crime. The authors first explain the design against crime approach to security and security. They go on to provide practical advice on addressing crime and insecurity within the design process and offer practical examples of design being applied to security and safety. They also examine crime victimisation from a global perspective, highlighting the benefits worldwide of reducing opportunities for crime, including issues of national security, such as terrorism and natural disasters. A design-led, human-centred approach provides a way forward that is both aspirational and practical. The book is aimed primarily at design professionals, educators and students interested in safety and security, from all design disciplines, including product design, architecture, service design and communication design. The book should also be read by crime prevention experts, planners, local authorities, managers of urban environments and policymakers.

Young People in Forensic Mental Health Settings

Young People in Forensic Mental Health Settings Pdf/ePub eBook Author: Joel Harvey,Andrew Rogers,Heather Law
Editor: Springer
ISBN: 1137359803
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Young People in Forensic Mental Health Settings by Joel Harvey,Andrew Rogers,Heather Law Summary

Youth crime and youth violence blights our communities and shapes the lives of many, whether they are victims, perpetrators or family members. This book examines the application of psychological thinking and practice when working with young people who display high risk behaviours across a broad range of forensic mental health settings in the UK. It provides an up-to-date account of current thinking and practice in the field and the challenges of applying effective psychological approaches within forensic settings for young people. The contributors to Young People in Forensic Mental Health Settings are drawn from a range of environments including universities, youth offending services, secure in-patient settings, young offender institutions, Community Forensic Child and Adolescent Mental Health Services (F-CAMHS), and secure children's homes. This volume serves as an important platform for debate and as a forum for discussing the future delivery of psychologically informed services, intervention and mental health provision with young people who display high-risk behaviours.

Handbook of Research on Sub-National Governance and Development

Handbook of Research on Sub-National Governance and Development Pdf/ePub eBook Author: Schoburgh, Eris,Ryan, Roberta
Editor: IGI Global
ISBN: 1522516468
FileSize: 459kb
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Handbook of Research on Sub-National Governance and Development by Schoburgh, Eris,Ryan, Roberta Summary

Effective governance is a crucial aspect of all modern nations. Through various collaborative efforts and processes, nations can enhance their current governance systems. The Handbook of Research on Sub-National Governance and Development is a pivotal reference source for the latest scholarly material on the intersection between local and national politics, analyzing how this relationship affects nations’ economy and administration. Highlighting theoretical foundations and real-world applications, this book is ideally designed for professionals, academics, students, and practitioners actively involved in the fields of public policy and governance.

Interview Intervention

Interview Intervention Pdf/ePub eBook Author: Andrew LaCivita
Editor: BalboaPress
ISBN: 9781452547039
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Interview Intervention by Andrew LaCivita Summary

If you are interviewing with a company, you are likely qualified for the job. Through the mere action of conducting the interview, the employer essentially implies this. So why is it difficult to secure the job you love? Because there are three reasons you actually get the job—none of which are your qualifications— and, unfortunately, you can only control one of them. iNTERVIEW INTERVENTION creates awareness of these undetected reasons that pose difficulty for the job-seeker and permeate to the interviewer, handicapping the employer’s ability to secure the best talent. It teaches interview participants to use effective interpersonal communication techniques aimed at overcoming these obstacles. It guides job-seekers through the entire interview process to ensure they get hired. It teaches interviewers to extract the most relevant information to make sound hiring decisions. iNTERVIEW INTERVENTION will become your indispensable guide to: ? Create self-awareness to ensure you understand the job you want before—not after—the fact. ? Conduct research to surface critical employer information. ? Share compelling stories that include the six key qualities that make them believable and memorable. ? Respond successfully to the fourteen most effective interview questions. ? Sell yourself and gather intelligence through effective question asking. ? Close the interview to ensure the interviewer wants to hire you.

Exam Ref MD-100 Windows 10

Exam Ref MD-100 Windows 10 Pdf/ePub eBook Author: Andrew Bettany,Andrew Warren
Editor: Microsoft Press
ISBN: 0135560659
FileSize: 1968kb
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Exam Ref MD-100 Windows 10 by Andrew Bettany,Andrew Warren Summary

Prepare for Microsoft Exam MD-100: Windows 10—and help demonstrate your real-world mastery of skills and knowledge required to deploy, configure, secure, manage, and monitor Windows devices and client applications. Designed for Windows administrators, Exam Ref MD-100: Windows 10 focuses on the critical thinking and decision-making acumen needed for success at the Microsoft Certified Associate level. Focus on the expertise measured by these objectives: Deploy Windows Manage devices and data Configure connectivity Maintain Windows This Microsoft Exam Ref MD-100: Windows 10: Organizes its coverage by exam objectives Features strategic, what-if scenarios to challenge you Assumes you have some experience administering Windows 10 and non-Windows devices and technologies About the Exam Exam MD-100: Windows 10 focuses on knowledge needed to deploy Windows; perform post-installation configuration; manage local users, local groups, and devices; configure data access and protection; configure devices with local policies; manage Windows security; configure networking; configure remote connectivity; configure system and data recovery; manage updates; and monitor and manage Windows. About Microsoft Certification Passing this exam and Exam MD-101: Managing Modern Desktops fulfills your requirements for the Microsoft 365 Certified: Modern Desktop Administrator Associate certification credential, demonstrating your ability to install Windows 10 operating systems and deploy and manage modern desktops and devices in an enterprise environment. See full details at:

Learning from the World

Learning from the World Pdf/ePub eBook Author: J. Colombano,A. Shah
Editor: Springer
ISBN: 1137372133
FileSize: 620kb
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Learning from the World by J. Colombano,A. Shah Summary

In this far-ranging and provocative volume, Joe Colombano and Aniket Shah provide global perspectives on the most significant challenges facing modern America, seeking to inspire new ideas to redevelop America.

The Economics of Happiness

The Economics of Happiness Pdf/ePub eBook Author: Mariano Rojas
Editor: Springer Nature
ISBN: 3030158357
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The Economics of Happiness by Mariano Rojas Summary

This book presents a panoramic view of the implications from Richard Easterlin’s groundbreaking work on happiness and economics. Contributions in the book show the relevance of the Easterlin Paradox to main areas, such as the relationship between income and happiness, the relationship between economic growth and well-being, conceptions of progress and development, design and evaluation of policies for well-being, and the use of happiness research to address welfare economics issues. This book is unique in the sense that it gathers contributions from senior and top researchers in the economics of happiness, whom have played a central role in the consolidation of happiness economics, as well as promising young scholars, showing the current dynamism and consolidation of happiness economics.

The Story Thief: A Bloomsbury Reader

The Story Thief: A Bloomsbury Reader Pdf/ePub eBook Author: Andrew Fusek Peters
Editor: Bloomsbury Publishing
ISBN: 1472973534
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The Story Thief: A Bloomsbury Reader by Andrew Fusek Peters Summary

A quirky reworking of the traditional Anansi stories from west Africa by Andrew Fusek Peters. Nyame the sky god has a special treasure - in a big, brass chest are all the stories ever told. Anansi, the cleverest of spiders, sees that down on Earth the people are bored. Unfortunately, she can't spin a tale, but she can spin a web. So she makes a ladder up into the sky, determined to bring back the stories, whatever it takes. This humourous version of the stories of Anansi by Andrew Fusek Peters has fun black-and-white illustrations by Sara Ugolotti and is perfect for children who are developing as readers. The Bloomsbury Readers series is packed with brilliant books to get children reading independently in Key Stage 2, with book-banded stories by award-winning authors like double Carnegie Medal winner Geraldine McCaughrean and Waterstones Prize winner Patrice Lawrence, covering a wide range of genres and topics. With charming illustrations and online guided reading notes written by the Centre for Literacy in Primary Education (CLPE), this series is ideal for reading both in the classroom and at home. For more information visit Book Band: Lime Ideal for ages 6+

Wellbeing, Equity and Education

Wellbeing, Equity and Education Pdf/ePub eBook Author: Jennifer Spratt
Editor: Springer
ISBN: 331950066X
FileSize: 829kb
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Wellbeing, Equity and Education by Jennifer Spratt Summary

This book critically examines multiple discourses of wellbeing in relation to the composite aims of schooling. Drawing from a Scottish study, the book disentangles the discursive complexity, to better understand what can happen in the name of wellbeing, and in particular, how wellbeing is linked to learning in schools. Arguing that educational discourses have been overshadowed by discourses of other groups, the book examines the political and ideological policy aims that can be supported by different discourses of wellbeing. It also uses interview data to show how teachers and policy actors accepted, or re-shaped and remodelled the policy discourses as they made sense of them in their own work. When addressing schools’ responses to inequalities, discussions are often framed in terms of wellbeing. Yet wellbeing as a concept is poorly defined and differently understood across academic and professional disciplines such as philosophy, psychology, health promotion, and social care. Nonetheless, its universally positive connotations allow policy changes to be ushered in, unchallenged. Powerful actions can be exerted through the use of soft vocabulary as the discourse of wellbeing legitimates schools’ intervention into personal aspects of children’s lives. As educators worldwide struggle over the meaning and purpose of schooling, discourses of wellbeing can be mobilised in support of different agendas. This book demonstrates how this holds both dangers and opportunities for equality in education. Amartya Sen’s Capability Approach is used to offer a way forward in which different understandings of wellbeing can be drawn together to offer a perspective that enhances young people’s freedoms in education and their freedoms gained through education.

Understanding Insurgent Resilience

Understanding Insurgent Resilience Pdf/ePub eBook Author: Andrew D. Henshaw
Editor: Routledge
ISBN: 1000068188
FileSize: 778kb
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Understanding Insurgent Resilience by Andrew D. Henshaw Summary

This book examines terrorist and insurgent organisations and seeks to understand how such groups persist for so long, while introducing a new strategic doctrine for countering these organisations. The work discusses whether familial or meritocratic insurgencies are more resilient to counterinsurgency pressures. It argues that it is not the type of organization that determines resilience, but rather the efficiency functions of social capital and trust, which have different natures and forms, within them. It finds that while familial insurgencies can challenge incumbents from the start, they weaken over time, whereas meritocracies will generally strengthen. The book examines four of the most enduring and lethal insurgent organizations: the Haqqani Network in Afghanistan, Lashkar-e-Taiba in Pakistan, Jemaah Islamiyah in Indonesia, and the Abu Sayyaf in the Philippines. The author breaks down each group into its formative strengths and vulnerabilities and presents a bespoke model of strategic counterintelligence that can be used to manipulate, degrade and destroy each organization. This book will be of much interest to students of counterinsurgency, terrorism, intelligence, security and defence studies in general.

The Ultimate Guide to Getting Into Physician Assistant School, Third Edition

The Ultimate Guide to Getting Into Physician Assistant School, Third Edition Pdf/ePub eBook Author: Andrew Rodican
Editor: McGraw Hill Professional
ISBN: 9780071664103
FileSize: 377kb
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The Ultimate Guide to Getting Into Physician Assistant School, Third Edition by Andrew Rodican Summary

Give yourself the competitive edge when applying to physician assistant school The Ultimate Guide to Getting into Physician Assistant School is a unique, step-by-step blueprint for succeeding at every stage of the PA application process. Written by Andrew Rodican, a former member of Yale University School of Medicine’s Admissions Committee, this is the best book available on how to maximize your chance of acceptance into the PA school of your choice. Completely updated to include coverage of the Central Application Service for Physician Assistants (CASPA), Getting Into the Physician Assistant School of Your Choice covers all the essentials – from selecting a program all the way through to acing the interview. Clear and candid, this book provides insights, information, and advice you won’t find anyplace else – but may well make the difference between the acceptance or rejection of your application. Make-or-break advice on: What PA programs look for in an applicant Setting goals Selecting a program Completing the application Writing a quality essay Impressing on the interview Getting financial aid Using the internet for PA school applications

Twelve Days that Made Modern Britain

Twelve Days that Made Modern Britain Pdf/ePub eBook Author: Andrew Hindmoor
Editor: Oxford University Press
ISBN: 0192567683
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Twelve Days that Made Modern Britain by Andrew Hindmoor Summary

This is the story of modern Britain, focusing on twelve formative days in the history of the United Kingdom over the last five decades. By describing what happened on those days and what happened because of those days, Andrew Hindmoor paints a suggestive - and to some perhaps provocative - portrait of what we have become and how we became it. Everyone will have their own list of the truly formative moments in British history over the last five decades. The twelve days selected for this book are: - The 28th of September 1976. The day Labour Prime Minister James Callaghan renounced Keynesian economics. - The 4th of May 1979. The day Margaret Thatcher became Britain's first female prime minister. - The 3th of March 1985. The day the miners' strike ended. - The 20th of September 1988. The day of Margaret Thatcher's 'Bruges speech'. - The 18th of May 1992. The day the television rights for the Premier League were sold to BskyB. - The 22nd of April 1993. The day that young black teenager Stephen Lawrence was murdered by racist thugs. - The 10th April 1998. The day of the Good Friday Agreement in Northern Ireland. - The 11th of September 2001. The day of the Al Qaeda attacks on the United States. - The 5th of December 2004. The day Chris Cramp and Matthew Roche became the first gay couple in the UK to become civil partners under the Civil Partnership Act. - The 13th of September 2007. The day the BBC reported that the Northern Rock bank was in trouble. - The 8th of May 2009. The day The Daily Telegraph began to publish details of MPs' expense claims. - The 1st of February 2017. The day the House of Commons voted to invoke Article 50 of the Treaty on European Union.

OECD Territorial Reviews: Guangdong, China 2010

OECD Territorial Reviews: Guangdong, China 2010 Pdf/ePub eBook Author: OECD
Editor: OECD Publishing
ISBN: 9264090088
FileSize: 760kb
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OECD Territorial Reviews: Guangdong, China 2010 by OECD Summary

Located on the southern coast of China, Guangdong is the country’s most populous and rich province. This review assesses Guangdong’s current approach to economic development.

From Chocolate to Morphine

From Chocolate to Morphine Pdf/ePub eBook Author: Andrew Weil,Winifred Rosen
Editor: HMH
ISBN: 9780547525662
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From Chocolate to Morphine by Andrew Weil,Winifred Rosen Summary

More than four million copies sold: the definitive guide to drugs and drug use from “America’s best known doctor” (The New York Times). Cowritten by one of America’s most respected doctors, From Chocolate to Morphine is the authoritative resource covering a wide range of available substances, from coffee to marijuana, antihistamines to psychedelics, steroids to smart drugs, and beyond. Dr. Andrew T. Weil provides the best and most unbiased information available, frankly discussing each drug’s likely effects, precautions for use, and suggested alternatives. Expanded and updated to include such drugs as Oxycontin, Ecstasy, Prozac, and Ephedra, this edition also addresses numerous issues from the growing methamphetamine and opioid epidemics to the push to legalize medical marijuana, and the overuse of drugs for children diagnosed with ADHD. Offering facts rather than advocacy, Weil’s trusted bestseller has become “a classic guide to psychotropic drugs” (U.S. News and World Report).

Callous Disregard

Callous Disregard Pdf/ePub eBook Author: Andrew J. Wakefield
Editor: Simon and Schuster
ISBN: 162636916X
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Callous Disregard by Andrew J. Wakefield Summary

Callous Disregard is the account of how a doctor confronted first a disease and then the medical system that sought and still seeks to deny that disease, leaving millions of children to suffer and a world at risk. In 1995, Dr. Andrew Wakefield came to a fork in the road. As an academic gastroenterologist at the Royal Free School of Medicine and the University of London, he was confronted by a professional challenge and a moral choice. Previously healthy children were, according to their parents, regressing into autism and developing intestinal problems. Many parents blamed the MMR vaccine. Trusting his medical training, the parental narrative, and, above all, the instinct of mothers for their children's well-being, he chose what would become a very difficult road. Dr. Wakefield provides the facts and an explanation of the problem that confronted him and his colleagues fifteen years ago. He does this in a detailed forensic analysis of the lies, obfuscation, cover-up, and dystopian science and medicine that panders to commercial interests at the expense of your children.

Early Work

Early Work Pdf/ePub eBook Author: Andrew Martin
Editor: Farrar, Straus and Giroux
ISBN: 0374718229
FileSize: 1870kb
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Early Work by Andrew Martin Summary

"What a debut! Early Work is one of the wittiest, wisest (sometimes silliest, in the best sense), and bravest novels about wrestling with the early stages of life and love, of creative and destructive urges, I’ve read in a while. The angst of the young and reasonably comfortable isn’t always pretty, but Andrew Martin possesses the prose magic to make it hilarious, illuminating, moving." —Sam Lipsyte, author of The Ask and The Fun Parts For young writers of a certain temperament—if they haven’t had such notions beaten out of them by MFA programs and the Internet—the delusion persists that great writing must be sought in what W. B. Yeats once called the “foul rag and bone shop of the heart.” That’s where Peter Cunningham has been looking for inspiration for his novel—that is, when he isn’t teaching at the local women’s prison, walking his dog, getting high, and wondering whether it’s time to tie the knot with his college girlfriend, a medical student whose night shifts have become a standing rebuke to his own lack of direction. When Peter meets Leslie, a sexual adventurer taking a break from her fiancé, he gets a glimpse of what he wishes and imagines himself to be: a writer of talent and nerve. Her rag-and-bone shop may be as squalid as his own, but at least she knows her way around the shelves. Over the course of a Virginia summer, their charged, increasingly intimate friendship opens the door to difficult questions about love and literary ambition. With a keen irony reminiscent of Sam Lipsyte or Lorrie Moore, and a romantic streak as wide as Roberto Bolaño’s, Andrew Martin’s Early Work marks the debut of a writer as funny and attentive as any novelist of his generation. “Beautifully executed and very funny, Early Work is a sharp-eyed, sharp-voiced debut that I didn’t want to put down.” —Julia Pierpont, author of Among the Ten Thousand Things and The Little Book of Feminist Saints

Film Performance

Film Performance Pdf/ePub eBook Author: Andrew Klevan
Editor: Columbia University Press
ISBN: 0231503547
FileSize: 1579kb
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Film Performance by Andrew Klevan Summary

Performers make a crucial contribution to the achievement of narrative films. By moving through exemplary sequences, this book closely follows the movement and behaviour of screen performers – Charlie Chaplin, Laurel and Hardy, Cary Grant, Katherine Hepburn, Marlene Dietrich, Barbara Stanwyck, Richard Widmark – and by emphasising their relationship to other aspects of film style – camera, location and plot – it develops accounts that are specific and involved. This study concentrates on films from the ‘Golden Age’ of Hollywood and moment-by-moment descriptions enable fresh interpretations to emerge and evolve. These reveal the significance and intensity of a performer’s engagement with the world of a film.