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Generative AI is the hottest topic in tech. This practical book teaches machine learning engineers and data scientists how to use TensorFlow and Keras to create impressive generative deep learning models from scratch, including variational autoencoders (VAEs), generative adversarial networks (GANs), Transformers, normalizing flows, energy-based models, and denoising diffusion models. The book starts with the basics of deep learning and progresses to cutting-edge architectures. Through tips and tricks, you'll understand how to make your models learn more efficiently and become more creative. Discover how VAEs can change facial expressions in photos Train GANs to generate images based on your own dataset Build diffusion models to produce new varieties of flowers Train your own GPT for text generation Learn how large language models like ChatGPT are trained Explore state-of-the-art architectures such as StyleGAN2 and ViT-VQGAN Compose polyphonic music using Transformers and MuseGAN Understand how generative world models can solve reinforcement learning tasks Dive into multimodal models such as DALL.E 2, Imagen, and Stable Diffusion This book also explores the future of generative AI and how individuals and companies can proactively begin to leverage this remarkable new technology to create competitive advantage.
'A writer of virtuostic talents who can seemingly do anything' New York Times 'Wallace is a superb comedian of culture . . . his exuberance and intellectual impishness are a delight' James Wood, Guardian 'He induces the kind of laughter which, when read in bed with a sleeping partner, wakes said sleeping partner up . . . He's damn good' Nicholas Lezard, Guardian 'One of the best books about addiction and recovery to appear in recent memory' Sunday Times Somewhere in the not-so-distant future the residents of Ennet House, a Boston halfway house for recovering addicts, and students at the nearby Enfield Tennis Academy are ensnared in the search for the master copy of Infinite Jest, a movie said to be so dangerously entertaining its viewers become entranced and expire in a state of catatonic bliss . . .
First published in 2001. Routledge is an imprint of Taylor & Francis, an informa company.
David Foster Wallace was at the center of late-20th-century American literature, Bryan A. Garner at that of legal scholarship and lexicography. It was language that drew them together. The wide-ranging interview reproduced here memorializes 67 minutes of their second and final evening together, in February 2006. It was DFW's last long interview, and the only one devoted exclusively to language and writing.
These new resources have been written for the new 9-1 grading scale, with progression, international relevance and support at their core. The new 9-1 grading scale ensures a consistent international standard of qualification. The increase in levels of grading allows learners to achieve their full potential and make more informed decisions about their options for progression. A fully integrated Progression Map tool allows quick and easy formative assessment of student progress, linked to guidance on tailored learning solutions, helping students make the best progress they can. The embedded transferrable skills that are needed for progression into higher education and employment, are explicitly signposted allowing students to understand, and engage with, the skills they're gaining. Online teacher support will save you valuable time when planning, teaching and assessing. Each Student Book provides access to an ActiveBook, a digital version of the Student's Book, which can be accessed online, anytime, anywhere supporting learning beyond the classroom. Specifically developed for International learners, with appropriate international content, making it engaging and relevant for all learners and allowing for learning in a local context, to a global standard. EAL-focused content, checked by an EAL specialist, addresses the needs of EAL students with carefully graded writing to B2/C1 level (CEFR) and a glossary provided of specialist vocabulary.
Finally back in print--David Foster Wallace and Mark Costello's
exuberant exploration of rap music and culture.
Despite the increasingly global implications of conversations about
writing and learning, U.S. composition studies has devoted little
attention to cross-national perspectives on student writing and its
roles in wider cultural contexts. Caught up in our own concerns
about how U.S. students make the transition as writers from
secondary school to postsecondary education, we often overlook the
fact that students around the world are undergoing the same
evolution. How do the students in China, England, France, Germany,
Kenya, or South Africa--the educational systems represented in this
collection--write their way into the communities of their chosen
disciplines? How, for instance, do students whose mother tongue is
not the language of instruction cope with the demands of academic
and discipline-specific writing? And in what ways is U.S. students'
development as academic writers similar to or different from that
of students in other countries?
Despite the increasingly global implications of conversations about writing and learning, U.S. composition studies has devoted little attention to cross-national perspectives on student writing and its roles in wider cultural contexts. Caught up in our own concerns about how U.S. students make the transition as writers from secondary school to postsecondary education, we often overlook the fact that students around the world are undergoing the same evolution. How do the students in China, England, France, Germany, Kenya, or South Africa--the educational systems represented in this collection--write their way into the communities of their chosen disciplines? How, for instance, do students whose mother tongue is not the language of instruction cope with the demands of academic and discipline-specific writing? And in what ways is U.S. students' development as academic writers similar to or different from that of students in other countries? With this collection, editors David Foster and David R. Russell broaden the discussion about the role of writing in various educational systems and cultures. Students' development as academic writers raises issues of student authorship and agency, as well as larger issues of educational access, institutional power relations, system goals, and students' roles in society. The contributors to this collection discuss selected writing purposes and forms characteristic of a specific national education system, describe students' agency as writers, and identify contextual factors--social, economic, linguistic, cultural--that shape institutional responses to writing development. In discussions that bookend these studies of different educational structures, the editors compare U.S. postsecondary writing practices and pedagogies with those in other national systems, and suggest new perspectives for cross-national study of learning/writing issues important to all educational systems. Given the worldwide increase in students en
A gargantuan, mind-altering comedy about the Pursuit of Happiness in America Set in an addicts' halfway house and a tennis academy, and featuring the most endearingly screwed-up family to come along in recent fiction, Infinite Jest explores essential questions about what entertainment is and why it has come to so dominate our lives; about how our desire for entertainment affects our need to connect with other people; and about what the pleasures we choose say about who we are. Equal parts philosophical quest and screwball comedy, Infinite Jest bends every rule of fiction without sacrificing for a moment its own entertainment value. It is an exuberant, uniquely American exploration of the passions that make us human -- and one of those rare books that renew the idea of what a novel can do. With a foreword by Tom Bisell. "The next step in fiction...Edgy, accurate, and darkly witty...Think Beckett, think Pynchon, think Gaddis. Think." --Sven Birkerts, The Atlantic
Do lobsters feel pain? Did Franz Kafka have a sick sense of humour? What is John Updike's deal anyway? And who won the Adult Video News' Female Performer of the Year Award the same year Gwyneth Paltrow won her Oscar? David Foster Wallace answers these questions and more in his new book of hilarious non-fiction. For this collection, David Foster Wallace immerses himself in the three-ring circus that is the presidential race in order to document one of the most vicious campaigns in recent history. Later he strolls from booth to booth at a lobster festival in Maine and risks life and limb to get to the bottom of the lobster question. Then he wheedles his way into an L.A. radio studio, armed with tubs of chicken, to get the behind-the-scenes view of a conservative talkshow featuring a host with an unnatural penchant for clothing that only looks good on the radio. In what is sure to be a much-talked-about exploration of distinctly modern subjects, one of the sharpest minds of our time delves into some of life's most delicious topics.
Signifying Rappers is a fun and quirky discovery for any fan of David Foster Wallace or Hip-hop. Signifying Rappers is an old-school classic from David Foster Wallace and his friend and room-mate Mark Costello, first published in 1990, long out of print, and previously unavailable outside the USA. A paean to the golden age of Hip-Hop and the first book to consider seriously its position as a vital force in American culture, Signifying Rappers is a must-read for fans of both Wallace and hip-hop. Set against the legendary 1980s scene, it maps the bipolarities of rap and pop, rebellion and acceptance, glitz and gangsterdom, with an energy and exuberance which is as fresh today as when it was written. 'Costello and Wallace's pioneering study is a dazzling performance: informative, provocative, funny, brilliantly written . . . great wit, insight and in-your-face energy' Review of Contemporary Fiction 'Both a cogent explication of rap and a cutting, revealing parody of overinflated, pseudointellectual rap criticism' Seattle Weekly David Foster Wallace, who died in 2008, was the author of the acclaimed novels Infinite Jest and The Broom of the System. His final novel, The Pale King, was published posthumously in 2011. He is also the author of the short-story collections Oblivion, Brief Interviews with Hideous Men and Girl with Curious Hair. His non-fiction includes several essay collections, including Both Flesh and Not, which was published in 2012, and the the full-length work Everything and More. Mark Costello is the author of two novels, including the National Book Award Finalist Big If. He lives in New York City.
The use of mathematical modeling techniques in biomedical research is playing an increasingly important role in the understanding of the pathophysiology of disease processes. This includes not only understanding mechanisms of physiological processes, but also diagnosis and treatment. In addition, its introduction in the study of genomics and proteomics is key in understanding the functional characteristics of gene expression and protein assembly and secretion. Finally, with the increasing complexity and associated cost of drug development, modeling techniques are being used to streamline the process. This book is designed to give the reader the mathematical and statistical information necessary to design tracer kinetic studies, to use noncompartmental methodologies and/or to develop multicompartmental models to interpret the data. The book starts with a review of fundamentals of radioactive and stable isotope tracer kinetics and then proceeds with a description of the noncompartmental and multicompartmental modeling methodologies to study systems in the steady state.The focus is on understanding the basic assumptions inherent in the methodologies and the underlying mathematics and statistics, on discussing how to assess how 'good' a model is and on giving some hints on how better to design kinetic studies, in order to increase the probability of a successful study and to ensure the maximal information content in the experimental data to be extracted. The book has an extensive section on parameter estimation, i.e., fitting models to data, first in general terms and then specifically related to noncompartmental and compartmental models. This is written from a basic point of view, and is intended to remove the mystery from the 'black box' of computer optimization software. Finally, a special application often found in tracer kinetic analysis, precursor-product relationships, is discussed. Throughout the book, the goal is to provide even the novice with sufficient background so that he/she can feel comfortable. A number of case studies, based upon real experimental data, are carried through the text. Other examples illustrate specific points. All data examples are provided on a floppy disk.
The fields of image analysis, computer vision, and artificial intelligence all make use of descriptions of shape in grey-level images. Most existing algorithms for the automatic recognition and classification of particular shapes have been devel oped for specific purposes, with the result that these methods are often restricted in their application. The use of advanced and theoretically well-founded math ematical methods should lead to the construction of robust shape descriptors having more general application. Shape description can be regarded as a meeting point of vision research, mathematics, computing science, and the application fields of image analy sis, computer vision, and artificial intelligence. The NATO Advanced Research Workshop "Shape in Picture" was organised with a twofold objective: first, it should provide all participants with an overview of relevant developments in these different disciplines; second, it should stimulate researchers to exchange original results and ideas across the boundaries of these disciplines. This book comprises a widely drawn selection of papers presented at the workshop, and many contributions have been revised to reflect further progress in the field. The focus of this collection is on mathematical approaches to the construction of shape descriptions from grey-level images. The book is divided into five parts, each devoted to a different discipline. Each part contains papers that have tutorial sections; these are intended to assist the reader in becoming acquainted with the variety of approaches to the problem."
This celebrated collection of essays from the author of Infinite Jest is "brilliantly entertaining...Consider the Lobster proves once more why Wallace should be regarded as this generation's best comic writer" (Cleveland Plain Dealer). Do lobsters feel pain? Did Franz Kafka have a funny bone? What is John Updike's deal, anyway? And what happens when adult video starlets meet their fans in person? David Foster Wallace answers these questions and more in essays that are also enthralling narrative adventures. Whether covering the three-ring circus of John McCain's 2000 presidential race, plunging into the wars between dictionary writers, or confronting the World's Largest Lobster Cooker at the annual Maine Lobster Festival, Wallace projects a quality of thought that is uniquely his and a voice as powerful and distinct as any in American letters. "Wallace can do sad, funny, silly, heartbreaking, and absurd with equal ease; he can even do them all at once." --Michiko Kakutani, New York Times
In his startling and singular new short story collection, David Foster Wallace nudges at the boundaries of fiction with inimitable wit and seductive intelligence. Among the stories are 'The Depressed Person', a dazzling and blackly humorous portrayal of a woman's mental state; 'Adult World', which reveals a woman's agonised consideration of her confusing sexual relationship with her husband; and 'Brief Interviews with Hideous Men', a dark, hilarious series of portraits of men whose fear of women renders them grotesque.
The New Forest is the jewel of Hampshire's crown. Relatively unchanged for centuries, it continues to provide wonderful opportunities for the walker to experience both its unique woodland and rare wildlife. The New Forest is a working, living landscape consisting of peaceful lawns and wild heather moorland, all of which set it apart as a place for the peaceful enjoyment of nature. Its proximity to the commuter belt of the south east means that it is ideally placed for weekend walks, while it continues to attract visitors from much further afield, who come to stay and explore the area for a week or two.
The use of mathematical modeling te chniques in biomedical research is playing an increasingly important role aso ne seeks tounderstand the physiopathology of disease processes. This includes not only understand ing mechanisms ofphysiological processes, but diagnosis and treatment. In addition, its introduction in the study of genomics andproteomics is key in understanding the functional ch aracteristics of gene expression and protein assembly and secretion. Finally, with the increasing com plexity and associated cost of drug development, modeling techniques are being used to streamline the process. We have workedin c lose collaboration with colleagues in biomedical and pharmaceutical research for a number of years applying and refining mathematical modeling techniques to avariety o f problems. In addition, we haveworked incollaboration with colleagues in applied m athematics and statistics to develop new algorithms to solve new setsof problems as theyemerge ino ur research efforts. Finally, we have worked with colleagues in computer sciencet o develop new software tools that bring the power of mathematical modeling to a broad research community. This books brings together mucho f what we have learned over the years, and presents the material in a format that should be accessible both to the novice reader and those desiring more detailed information about specific techniques.
The fields of image analysis, computer vision, and artificial intelligence all make use of descriptions of shape in grey-level images. Most existing algorithms for the automatic recognition and classification of particular shapes have been devel oped for specific purposes, with the result that these methods are often restricted in their application. The use of advanced and theoretically well-founded math ematical methods should lead to the construction of robust shape descriptors having more general application. Shape description can be regarded as a meeting point of vision research, mathematics, computing science, and the application fields of image analy sis, computer vision, and artificial intelligence. The NATO Advanced Research Workshop "Shape in Picture" was organised with a twofold objective: first, it should provide all participants with an overview of relevant developments in these different disciplines; second, it should stimulate researchers to exchange original results and ideas across the boundaries of these disciplines. This book comprises a widely drawn selection of papers presented at the workshop, and many contributions have been revised to reflect further progress in the field. The focus of this collection is on mathematical approaches to the construction of shape descriptions from grey-level images. The book is divided into five parts, each devoted to a different discipline. Each part contains papers that have tutorial sections; these are intended to assist the reader in becoming acquainted with the variety of approaches to the problem."
The only comprehensive anthology of Chicana/o literature, this work charts the evolution of contemporary Mexican American writing and its major themes: identity, feminism, conservatism, revisionism, homoeroticism, and internationalism.
Generative modeling is one of the hottest topics in AI. It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders,generative adversarial networks (GANs), encoder-decoder models and world models. Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you’ll understand how to make your models learn more efficiently and become more creative. Discover how variational autoencoders can change facial expressions in photos Build practical GAN examples from scratch, including CycleGAN for style transfer and MuseGAN for music generation Create recurrent generative models for text generation and learn how to improve the models using attention Understand how generative models can help agents to accomplish tasks within a reinforcement learning setting Explore the architecture of the Transformer (BERT, GPT-2) and image generation models such as ProGAN and StyleGAN
Pathfinder Hampshire(R) covers parts of the New Forest, South Downs and Fullerton. This selection offers interest, regional variety and balance of routes in Hampshire providing the best walks in the area. From an easy stroll through Bishop's Dyke to the much more challenging walks in the East Meion and the Downs this volume contains something for everyone. Covering walks through the whole of Hampshire both popular and little known scenic routes including Highland Water, Standing Hat and Brockenhurst. See walk locations by Looking Inside. Inside: *28 great Hampshire walks from 2 to 10 miles * Clear, large scale Ordnance Survey route maps * GPS reference for all Hampshire walk waypoints * Where to park, good pubs and places of interest on route * All routes have been fully researched and written by expert outdoor writers * Beautiful photography of scenes from the walks Pathfinder(R) Guides are Britain's best loved walking guides. Made with durable covers, they are the perfect companion for countryside walks throughout Britain. Each title features circular walks with easy-to-follow route descriptions, large-scale Ordnance Survey route maps and GPS waypoints.With over 70 titles in the series, they offer essential information for walkers throughout the country. |
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