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Python and R for the Modern Data Scientist
by Rick J. Scavetta Boyan AngelovSuccess in data science depends on the flexible and appropriate use of tools. That includes Python and R, two of the foundational programming languages in the field. This book guides data scientists from the Python and R communities along the path to becoming bilingual. By recognizing the strengths of both languages, you'll discover new ways to accomplish data science tasks and expand your skill set.Authors Rick Scavetta and Boyan Angelov explain the parallel structures of these languages and highlight where each one excels, whether it's their linguistic features or the powers of their open source ecosystems. You'll learn how to use Python and R together in real-world settings and broaden your job opportunities as a bilingual data scientist.Learn Python and R from the perspective of your current languageUnderstand the strengths and weaknesses of each languageIdentify use cases where one language is better suited than the otherUnderstand the modern open source ecosystem available for both, including packages, frameworks, and workflowsLearn how to integrate R and Python in a single workflowFollow a case study that demonstrates ways to use these languages together
Jumpstarting the Arduino 101
by Yining Shi Sagar MohiteGet up and running quickly with the new Jumpstarting ebook series from Make:. The Arduino 101 is a low-power board that includes not only Bluetooth LE capabilities but an on-board 6-axis accelerometer/gyroscope for exciting real-world-connected projects.
Labour Beyond Cosatu: Mapping the rupture in South Africa’s labour landscape
by ANDRIES BEZUIDENHOUT & MALEHOKO TSHOAEDILabour Beyond Cosatu is the fourth volume in the series Taking Democracy Seriously – a ground-breaking, textured and nuanced study on workers and democracy – which was established in the 1990s. The series looks at members of trade unions affiliated to the Congress of South African Trade Unions (Cosatu) and provides a rich database of trade union members and research conducted over the past twenty years. It is one of the very few such resources available to researchers anywhere in the world. Labour Beyond Cosatu paints a complex picture. The 12 chapters of the volume explore various rebellions and conflicts in the trade union sector, starting with the National Union of Mineworkers (NUM) and rivalries between Cosatu affiliates. Unpacking the conflicts between state-sector and private-sector workers, contributors look at the impact of generational and educational shifts, seen by some commentators as proof that Cosatu is now ‘middle class’. The book also raises the issue of gender in the unions by usefully locating the controversy around charges levelled at Zwelinzima Vavi in 2013 in the larger context of serious problems in the gender politics within parts of Cosatu.Refuting the image of a union federation solidly committed to the ANC, Labour Beyond Cosatu presents evidence of a sharp decline in support for the ANC within Cosatu, and growing scepticism towards the Alliance. It shows that attempts to understand the labour movement in South Africa in the future will need to include research of smaller, independent unions and social movements. The volume’s contributors make a major contribution to key debates on labour and democracy, providing new material that can potentially shift the discussion in important ways. This book will be of great value to students and researchers in Industrial Sociology, Political Studies, Industrial Psychology and Economics and Management.
Filipino American Sporting Cultures: The Racial Politics of Play
by null Constancio R. Jr.Examines the significance of sports in the lives of diasporic Filipino AmericansOrganized sports have occupied a central place in Filipino American life since US colonialism began in the Philippines in 1898. For Filipino diasporas in the United States, sports are important cultural sites through which men and women cultivate a sense of ethnic community and belonging to the American national fabric.Sports studies focused on Asian America have tended to focus on East Asians, largely ignoring Filipinos. Thus, we know very little about how sports work as critical arenas to understand larger questions about Filipino identity formations, racialization, gender dynamics, diasporic contours, and post-colonial sporting cultures. This book offers an in-depth ethnographic examination of the significance of sports to the lives of Filipino Americans under the shadow of US empire and neocolonial inequities. Through a close examination of Filipino American sportingcultures—from boxing and the Manny “Pac-Man” Pacquiao phenomenon to men’s basketball leagues to women’s flag football—this book shows how engagements with sports reveal the shifting nature of Filipino Americanness and Filipino American subjectivity.Drawing on over four years of data collected in Southern California, Las Vegas, Urbana-Champaign, and Arlington, Constancio R. Arnaldo, Jr. documents the intimate connections among Filipino American sports, transnationalism, and diasporic belonging. Filipino American Sporting Cultures adds an important voice to the body of work using sports as a lens to look at US culture and communities of color.
Richard Rive: A partial biography
by null Shaun ViljoenAn empathetic biography of the apartheid author, Richard Rive.Richard Moore Rive (1930-1989) was a writer, scholar, literary critic and college teacher in Cape Town, South Africa. He is best known for his short stories written in the late 1950s and for his second novel, 'Buckingham Palace', District Six, in which he depicted the well-known cosmopolitan area of District Six, where he grew up. In this biography Shaun Viljoen, a former colleague of Rive's, creates the composite qualities of a man who was committed to the struggle against racial oppression and to the ideals of non-racialism but was also variously described as irascible, pompous and arrogant, with a 'cultivated urbanity'. Beneath these public personae lurked a constant and troubled awareness of his dark skin colour and guardedness about his homosexuality. Using his own and others' memories, and drawing on Rive's fiction, Viljoen brings the author to life with sensitivity and empathy. The biography follows Rive from his early years in the 1950s, writing for Drum magazine and spending time in the company of great anti-establishment writers such as Jack Cope, Ingrid Jonker, Jan Rabie, Marjorie Wallace, Es'kia Mphahlele and Nadine Gordimer, to his acceptance at Magdalene College, Oxford, where he completed his doctorate on Olive Schreiner, before returning to South Africa to resume his position as senior lecturer at Hewat College of Education. This biography will resurface Richard Rive the man and the writer, and invite us to think anew about how we read writers who lived and worked during the years of apartheid.
American Legal Education Abroad: Critical Histories
by Susan Bartie David SandomierskiA critical history of the Americanization of legal education in fourteen countriesThe second half of the twentieth century witnessed the export of American power—both hard and soft—throughout the world. What role did US cultural and economic imperialism play in legal education? American Legal Education Abroad offers an unprecedented and surprising picture of the history of legal education in fourteen countries beyond the United States.Each study in this book represents a critical history of the Americanization of legal education, reexamining prevailing narratives of exportation, transplantation, and imperialism. Collectively, these studies challenge the conventional wisdom that American ideas and practices have dominated globally. Editors Susan Bartie and David Sandomierski and their contributors suggest that to understand legal education and to respond thoughtfully to the mounting present-day challenges, it is essential to look beyond a particular region and consider not only the ideas behind legal education but also the broader historical, political, and cultural factors that have shaped them.American Legal Education Abroad begins with an important foundational history by leading Harvard Law School historian Bruce Kimball, who explains the factors that created a transportable American legal model, and the book concludes with reflections from two prominent American law professors, Susan Carle and Bob Gordon, whose observations on recent disruptions within US law schools suggest that their influence within the global order of legal education may soon fall into further decline. This book should be considered an invaluable resource for anyone in the field of law.
Changing Land: Diaspora Activism and the Irish Land War (The Glucksman Irish Diaspora Series #2)
by null Niall WhelehanHow diaspora activism in the Irish land movement intersected with wider radical and reform causes The Irish Land War represented a turning point in modern Irish history, a social revolution that was part of a broader ideological moment when established ideas of property and land ownership were fundamentally challenged. The Land War was striking in its internationalism, and was spurred by links between different emigrant locations and an awareness of how the Land League’s demands to lower rents, end evictions, and abolish “landlordism” in Ireland connected with wider radical and reform causes. Changing Land offers a new and original study of Irish emigrants’ activism in the United States, Argentina, Scotland, and England and their multifaceted relationships with Ireland. Niall Whelehan brings unfamiliar figures to the surface and recovers the voices of women and men who have been on the margins of, or entirely missing from, existing accounts. Retracing their transnational lives reveals new layers of radical circuitry between Ireland and disparate international locations, and demonstrates how the land movement overlapped with different types of oppositional politics from moderate reform to feminism to revolutionary anarchism. By including Argentina, which was home to the largest Irish community outside the English-speaking world, this book addresses the neglect of developments in non-Anglophone places in studies of the “Irish world.” Changing Land presents a powerful addition to our understanding of the history of modern Ireland and the Irish diaspora, migration, and the history of transnational radicalism.
Keeping It Unreal: Black Queer Fantasy and Superhero Comics (Sexual Cultures)
by null Darieck ScottWinner of the 2023 Lambda Literary Award in LGBTQ+ Studies!Explores Black representation in fantasy genres and comic booksCharacters like Black Panther, Storm, Luke Cage, Miles Morales, and Black Lightning are part of a growing cohort of black superheroes on TV and in film. Though comic books are often derided as naïve and childish, these larger-than-life superheroes demonstrate how this genre can serve as the catalyst for engaging the Black radical imagination.Keeping It Unreal: Comics and Black Queer Fantasy is an exploration of how fantasies of Black power and triumph fashion theoretical, political, and aesthetic challenges to—and respite from—white supremacy and anti-Blackness. It examines representations of Blackness in fantasy-infused genres: superhero comic books, erotic comics, fantasy and science-fiction genre literature, as well as contemporary literary “realist” fiction centering fantastic conceits.Darieck Scott offers a rich meditation on the relationship between fantasy and reality, and between the imagination and being, as he weaves his personal recollections of his encounters with superhero comics with interpretive readings of figures like the Black Panther and Blade, as well as theorists such as Frantz Fanon, Eve Sedgwick, Leo Bersani, Saidiya Hartman, and Gore Vidal. Keeping It Unreal represents an in-depth theoretical consideration of the intersections of superhero comics, Blackness, and queerness, and draws on a variety of fields of inquiry.Reading new life into Afrofuturist traditions and fantasy genres, Darieck Scott seeks to rescue the role of fantasy and the fantastic to challenge, revoke, and expand our assumptions about what is normal, real, and markedly human.
Ulwembu: A play
by null Empatheatre null The Big BrotherhoodAn empathetic theatrical journey through the spider's web of addictionDanger stalks the township of KwaMashu, near Durban. It comes in the form of whoonga (known as nyaope elsewhere), a toxic mix of B-grade heroin, rat poison and other chemical components that almost immediately sucks its users into a vortex of addiction and the crime, deception and personal tragedy that goes with it. Caught up in the web, the ulwembu of the title (spider’s web in isiZulu), presided over by the dealer, Bongani Mseleku, are Lieutenant Portia Mthembu, a police officer in the frontline of the fight against the scourge; her son Sipho; his friend, Andile Nxumalo, and Emmanuel Abreu, a Mozambique-born spaza shopkeeper. As it traces Sipho’s descent from talented scholar and aspirant poet and songwriter to suicidal addict, Ulwembu explores the effects of addiction not only on those who suffer from it but on communities, families and the police, both those who try to control the murderous trade and those who benefit from it. Using a process they have dubbed Empatheatre, The Big Brotherhood, Neil Coppen, Dylan McGarry and Mpume Mtombeni, aim to share ‘people’s real-life stories, with the intention to inspire and develop a greater empathy and kindness in spaces where there is conflict or injustice’. Ulwembu is the dramatic result of their efforts.
Crip Authorship: Disability as Method
by Mara Mills and Rebecca Sanchez2024 Daniel E. Griffiths Research Award Winner2024 Outstanding Academic Title, given by Choice ReviewsAn expansive volume presenting crip approaches to writing, research, and publishing. Crip Authorship: Disability as Method is an expansive volume presenting the multidisciplinary methods brought into being by disability studies and activism. Mara Mills and Rebecca Sanchez have convened leading scholars, artists, and activists to explore the ways disability shapes authorship, transforming cultural production, aesthetics, and media.Starting from the premise that disability is plural and authorship spans composition, affect, and publishing, this collection of thirty-five compact essays asks how knowledge about disability is produced and shared in disability studies. Disability alters, generates, and dismantles method. Crip authorship takes place within and beyond the commodity version of authorship, in books, on social media, and in creative works that will never be published. The chapters draw on the expertise of international researchers and activists in the humanities, social sciences, education, arts, and design. Across five sections—Writing, Research, Genre/Form, Publishing, Media—contributors consider disability as method for creative work: practices of writing and other forms of composition; research methods and collaboration; crip aesthetics; media formats and hacks; and the capital, access, legal standing, and care networks required to publish. Designed to be accessible and engaging for students, Crip Authorship also provides theoretically sophisticated arguments in a condensed form that will make the text a key resource for disability studies scholars. Essays include Mel Y Chen on the temporality of writing with chronic illness; Remi Yergeau on perseveration; La Marr Jurelle Bruce on mad Black writing; Alison Kafer on the reliance of the manifesto genre on disability; Jaipreet Virdi on public scholarship for disability justice; Ellen Samuels on the importance of disability and illness to autotheory; Xuan Thuy Nguyen on decolonial research methods for disability studies; Emily Lim Rogers on virtual ethnography; Cameron Awkward-Rich on depression and trans reading methods; Robert McRuer on crip theory in translation; Kelsie Acton on plain language writing; and Georgina Kleege on description as an access and aesthetic technique.
A Hundred and One Nights (Library of Arabic Literature #10)
by Bruce FudgeFantastic tales of magic and wonderTranslated into English for the very first time, A Hundred and One Nights is a marvelous example of the rich tradition of popular Arabic storytelling. Like the celebrated Thousand and One Nights, this collection opens with the frame story of Scheherazade, the vizier’s gifted daughter who recounts imaginative tales night after night in an effort to distract the murderous king from taking her life. A Hundred and One Nights features an almost entirely different set of stories, however, each one more thrilling, amusing, and disturbing than the last. Here, we encounter tales of epic warriors, buried treasure, disappearing brides, cannibal demon-women, fatal shipwrecks, and clever ruses, where human strength and ingenuity play out against a backdrop of inexorable, inscrutable fate. Distinctly rooted in Arabic literary culture and the Islamic tradition, these tales draw on motifs and story elements that circulated across cultures, including Indian and Chinese antecedents, and features a frame story possibly older than its more famous sibling. This vibrant translation of A Hundred and One Nights promises to transport readers, new and veteran alike, into its fantastical realms of magic and wonder.An English-only edition.
Signature Wounds: The Untold Story of the Military's Mental Health Crisis
by null David KieranThe surprising story of the Army’s efforts to combat PTSD and traumatic brain injury The wars in Iraq and Afghanistan have taken a tremendous toll on the mental health of our troops. In 2005, then-Senator Barack Obama took to the Senate floor to tell his colleagues that “many of our injured soldiers are returning from Iraq with traumatic brain injury,” which doctors were calling the “signature wound” of the Iraq War. Alarming stories of veterans taking their own lives raised a host of vital questions: Why hadn’t the military been better prepared to treat post-traumatic stress disorder (PTSD) and traumatic brain injury (TBI)? Why were troops being denied care and sent back to Iraq? Why weren’t the Army and the VA doing more to address these issues? Drawing on previously unreleased documents and oral histories, David Kieran tells the broad and nuanced story of the Army’s efforts to understand and address these issues, challenging the popular media view that the Iraq War was mismanaged by a callous military unwilling to address the human toll of the wars. The story of mental health during this war is the story of how different groups—soldiers, veterans and their families, anti-war politicians, researchers and clinicians, and military leaders—approached these issues from different perspectives and with different agendas. It is the story of how the advancement of medical knowledge moves at a different pace than the needs of an Army at war, and it is the story of how medical conditions intersect with larger political questions about militarism and foreign policy. This book shows how PTSD, TBI, and suicide became the signature wounds of the wars in Iraq and Afghanistan, how they prompted change within the Army itself, and how mental health became a factor in the debates about the impact of these conflicts on US culture.
Zero Trust Networks: Building Secure Systems in Untrusted Networks
by Razi Rais Christina Morillo Evan Gilman Doug BarthThis practical book provides a detailed explanation of the zero trust security model. Zero trust is a security paradigm shift that eliminates the concept of traditional perimeter-based security and requires you to "always assume breach" and "never trust but always verify." The updated edition offers more scenarios, real-world examples, and in-depth explanations of key concepts to help you fully comprehend the zero trust security architecture.Examine fundamental concepts of zero trust security model, including trust engine, policy engine, and context aware agentsUnderstand how this model embeds security within the system's operation, with guided scenarios at the end of each chapterMigrate from a perimeter-based network to a zero trust network in productionExplore case studies that provide insights into organizations' zero trust journeysLearn about the various zero trust architectures, standards, and frameworks developed by NIST, CISA, DoD, and others
Leading Effective Engineering Teams: Lessons for Individual Contributors and Managers from 10 Years at Google
by Addy OsmaniIn this insightful and comprehensive guide, Addy Osmani shares more than a decade of experience working on the Chrome team at Google, uncovering secrets to engineering effectiveness, efficiency, and team success. Engineers and engineering leaders looking to scale their effectiveness and drive transformative results within their teams and organizations will learn the essential principles, tips, and frameworks for building highly effective engineering teams.Osmani presents best practices and proven strategies that foster engineering excellence in organizations of all sizes. Through practical advice and real-world examples, Leading Effective Engineering Teams empowers you to create a thriving engineering culture where individuals and teams can excel. Unlock the full potential of your engineering team and achieve unparalleled success by harnessing the power of trust, commitment, and accountability.With this book, you'll discover:The essential traits for engineering effectiveness and the pitfalls to avoidHow to cultivate trust, commitment, and accountability within your teamStrategies to minimize friction, optimize career growth, and deliver maximum valueThe dynamics of highly successful engineering teams and how to replicate their achievementsHow to implement a systems thinking approach for everyday problem-solving and decision-makingSelf-advocacy techniques to enhance your team's visibility and recognition within the organization
Deep Learning from Scratch: Building with Python from First Principles
by Seth WeidmanWith the resurgence of neural networks in the 2010s, deep learning has become essential for machine learning practitioners and even many software engineers. This book provides a comprehensive introduction for data scientists and software engineers with machine learning experience. You’ll start with deep learning basics and move quickly to the details of important advanced architectures, implementing everything from scratch along the way.Author Seth Weidman shows you how neural networks work using a first principles approach. You’ll learn how to apply multilayer neural networks, convolutional neural networks, and recurrent neural networks from the ground up. With a thorough understanding of how neural networks work mathematically, computationally, and conceptually, you’ll be set up for success on all future deep learning projects.This book provides:Extremely clear and thorough mental models—accompanied by working code examples and mathematical explanations—for understanding neural networksMethods for implementing multilayer neural networks from scratch, using an easy-to-understand object-oriented frameworkWorking implementations and clear-cut explanations of convolutional and recurrent neural networksImplementation of these neural network concepts using the popular PyTorch framework
Monolith to Microservices: Evolutionary Patterns to Transform Your Monolith
by Sam NewmanHow do you detangle a monolithic system and migrate it to a microservice architecture? How do you do it while maintaining business-as-usual? As a companion to Sam Newman’s extremely popular Building Microservices, this new book details a proven method for transitioning an existing monolithic system to a microservice architecture.With many illustrative examples, insightful migration patterns, and a bevy of practical advice to transition your monolith enterprise into a microservice operation, this practical guide covers multiple scenarios and strategies for a successful migration, from initial planning all the way through application and database decomposition. You’ll learn several tried and tested patterns and techniques that you can use as you migrate your existing architecture.Ideal for organizations looking to transition to microservices, rather than rebuildHelps companies determine whether to migrate, when to migrate, and where to beginAddresses communication, integration, and the migration of legacy systemsDiscusses multiple migration patterns and where they applyProvides database migration examples, along with synchronization strategiesExplores application decomposition, including several architectural refactoring patternsDelves into details of database decomposition, including the impact of breaking referential and transactional integrity, new failure modes, and more
Electricity for Young Makers: Fun and Easy Do-It-Yourself Projects
by Marc De VinckLearning to be a maker has never been more fun. Lavishly illustrated with cartoons and drawings, this book guides the reader through six hands-on projects using electricity. Discover the electrical potential lurking in a stack of pennies - enough to light up an LED or power a calculator! Launch a flying LED copter into the air. Make a speaker that plays music from an index card. Build working motors from a battery, a magnet, and some copper wire. Have fun while learning about and exploring the world of electricity. The projects in this book illuminate such concepts as electric circuits, electromagnetism, electroluminescence, the Lorentz force and more. You'll be amazed by the results you get with a handful of simple materials.
Web Development with Node and Express: Leveraging the JavaScript Stack
by Ethan BrownBuild dynamic web applications with Express, a key component of the Node/JavaScript development stack. In this updated edition, author Ethan Brown teaches you Express fundamentals by walking you through the development of an example application. This hands-on guide covers everything from server-side rendering to API development suitable for usein single-page apps (SPAs).Express strikes a balance between a robust framework and no framework at all, allowing you a free hand in your architecture choices. Frontend and backend engineers familiar with JavaScript will also learn best practices for building multipage and hybrid web apps with Express. Pick up this book anddiscover new ways to look at web development.Create a templating system for rendering dynamic dataDive into request and response objects, middleware, and URL routingSimulate a production environment for testingPersist data in document databases with MongoDB and relational databases with PostgreSQLMake your resources available to other programs with APIsBuild secure apps with authentication, authorization, and HTTPSIntegrate with social media, geolocation, and moreImplement a plan for launching and maintaining your appLearn critical debugging skills
Data Science on the Google Cloud Platform: Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning
by Valliappa LakshmananLearn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build using Google Cloud Platform (GCP). This hands-on guide shows data engineers and data scientists how to implement an end-to-end data pipeline with cloud native tools on GCP.Throughout this updated second edition, you'll work through a sample business decision by employing a variety of data science approaches. Follow along by building a data pipeline in your own project on GCP, and discover how to solve data science problems in a transformative and more collaborative way.You'll learn how to:Employ best practices in building highly scalable data and ML pipelines on Google CloudAutomate and schedule data ingest using Cloud RunCreate and populate a dashboard in Data StudioBuild a real-time analytics pipeline using Pub/Sub, Dataflow, and BigQueryConduct interactive data exploration with BigQueryCreate a Bayesian model with Spark on Cloud DataprocForecast time series and do anomaly detection with BigQuery MLAggregate within time windows with DataflowTrain explainable machine learning models with Vertex AIOperationalize ML with Vertex AI Pipelines
Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
by Kyle Gallatin Chris AlbonThis practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems, from loading data to training models and leveraging neural networks.Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure that it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context.Go beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications. You'll find recipes for:Vectors, matrices, and arraysWorking with data from CSV, JSON, SQL, databases, cloud storage, and other sourcesHandling numerical and categorical data, text, images, and dates and timesDimensionality reduction using feature extraction or feature selectionModel evaluation and selectionLinear and logical regression, trees and forests, and k-nearest neighborsSupporting vector machines (SVM), naäve Bayes, clustering, and tree-based modelsSaving, loading, and serving trained models from multiple frameworks
Think Data Structures: Algorithms and Information Retrieval in Java
by Allen B. DowneyIf you’re a student studying computer science or a software developer preparing for technical interviews, this practical book will help you learn and review some of the most important ideas in software engineering—data structures and algorithms—in a way that’s clearer, more concise, and more engaging than other materials.By emphasizing practical knowledge and skills over theory, author Allen Downey shows you how to use data structures to implement efficient algorithms, and then analyze and measure their performance. You’ll explore the important classes in the Java collections framework (JCF), how they’re implemented, and how they’re expected to perform. Each chapter presents hands-on exercises supported by test code online.Use data structures such as lists and maps, and understand how they workBuild an application that reads Wikipedia pages, parses the contents, and navigates the resulting data treeAnalyze code to predict how fast it will run and how much memory it will requireWrite classes that implement the Map interface, using a hash table and binary search treeBuild a simple web search engine with a crawler, an indexer that stores web page contents, and a retriever that returns user query resultsOther books by Allen Downey include Think Java, Think Python, Think Stats, and Think Bayes.
High Performance Python: Practical Performant Programming for Humans
by Micha Gorelick Ian OzsvaldYour Python code may run correctly, but you need it to run faster. Updated for Python 3, this expanded edition shows you how to locate performance bottlenecks and significantly speed up your code in high-data-volume programs. By exploring the fundamental theory behind design choices, High Performance Python helps you gain a deeper understanding of Python’s implementation.How do you take advantage of multicore architectures or clusters? Or build a system that scales up and down without losing reliability? Experienced Python programmers will learn concrete solutions to many issues, along with war stories from companies that use high-performance Python for social media analytics, productionized machine learning, and more.Get a better grasp of NumPy, Cython, and profilersLearn how Python abstracts the underlying computer architectureUse profiling to find bottlenecks in CPU time and memory usageWrite efficient programs by choosing appropriate data structuresSpeed up matrix and vector computationsUse tools to compile Python down to machine codeManage multiple I/O and computational operations concurrentlyConvert multiprocessing code to run on local or remote clustersDeploy code faster using tools like Docker
Children of a Troubled Time: Growing Up with Racism in Trump's America
by null Margaret A. HagermanProvides a child’s-eye perspective on how the culture wars are playing out in our nation’s schoolsKids are at the center of today’s “culture wars”—pundits, politicians, and parents alike are debating which books they should be allowed to read, which version of history they should learn in school, and what decisions they can make about their own bodies. And yet, no one asks kids what they think about these issues.In Children of a Troubled Time, award-winning sociologist Margaret A. Hagerman amplifies the voices of children who grew up during Trump’s presidency and explores how they learn about race in America today. Hagerman interviewed nearly fifty children between the ages of ten to thirteen in two dramatically different political landscapes: Mississippi and Massachusetts. Hagerman interviewed kids who identified as conservative and liberal in both places as well as kids from different racial groups. She discovered remarkably similar patterns in the ideas expressed by these children. Racism, she asserts, is not just a local or regional phenomenon: it is a broad American project affecting childhoods across the country.In Hagerman’s emotionally compelling interviews, children describe what it is like to come of age during years of deep political and racial divide, and how being a kid during the Trump era shaped their views on racism, democracy, and America as a whole. Children’s racialized emotions are also central to this book: disgust and discomfort, fear and solidarity, dominance and apathy.As administrators, teachers, and parents struggle to help children make sense of our racially and politically polarized nation, Hagerman offers concrete examples of the kinds of interventions necessary to help kids learn how to become members of a multi-racial democracy and to avoid the development of far-right thinking in the white youth of today. Children of a Troubled Time expands our understanding of how the rising generation grapples with the complexities of racism and raises critical questions about the future of American society.
A Cold War Exodus: How American Activists Mobilized to Free Soviet Jews
by null Shaul KelnerWinner of The 74th National Jewish Book Award: American Jewish Studies Celebrate 350 AwardReveals the mass mobilization tactics that helped free Soviet Jews and reshaped the Jewish American experience from the Johnson era through the Reagan–Bush yearsWhat do these things have in common? Ingrid Bergman, Passover matzoh, Banana Republic®, the fitness craze, the Philadelphia Flyers, B-grade spy movies, and ten thousand Bar and Bat Mitzvah sermons? Nothing, except that social movement activists enlisted them all into the most effective human rights campaign of the Cold War.The plight of Jews in the USSR was marked by systemic antisemitism, a problem largely ignored by Western policymakers trying to improve relations with the Soviets. In the face of governmental apathy, activists in the United States hatched a bold plan: unite Jewish Americans to demand that Washington exert pressure on Moscow for change.A Cold War Exodus delves into the gripping narrative of how these men and women, through ingenuity and determination, devised mass mobilization tactics during a three-decade-long campaign to liberate Soviet Jews—an endeavor that would ultimately lead to one of the most significant mass emigrations in Jewish history.Drawing from a wealth of archival sources including the travelogues of thousands of American tourists who smuggled aid to Russian Jews, Shaul Kelner offers a compelling tale of activism and its profound impact, revealing how a seemingly disparate array of elements could be woven together to forge a movement and achieve the seemingly impossible. It is a testament to the power of unity, creativity, and the unwavering dedication of those who believe in the cause of human rights.
Scents and Flavors: A Syrian Cookbook (Library of Arabic Literature #63)
by Charles PerryDelectable recipes from the medieval Middle EastThis popular thirteenth-century Syrian cookbook is an ode to what its anonymous author calls the “greater part of the pleasure of this life,” namely the consumption of food and drink, as well as the fragrances that garnish the meals and the diners who enjoy them.Organized like a meal, Scents and Flavors opens with appetizers and juices and proceeds through main courses, side dishes, and desserts. Apricot beverages, stuffed eggplant, pistachio chicken, coriander stew, melon crepes, and almond pudding are seasoned with nutmeg, rose, cloves, saffron, and the occasional rare ingredient such as ambergris to delight and surprise the banqueter. Bookended by chapters on preparatory perfumes, incenses, medicinal oils, antiperspirant powders, and after-meal hand soaps, this comprehensive culinary journey is a feast for all the senses. With the exception of a few extant Babylonian and Roman texts, cookbooks did not appear on the world literary scene until Arabic speakers began compiling their recipe collections in the tenth century, peaking in popularity in the thirteenth century. Scents and Flavors quickly became a bestseller during this golden age of cookbooks and remains today a delectable read for cultural historians and epicures alike.An English-only edition.