The guide includes information on aspects of the search that are common to all levels, with invaluable tips for those seeking their first or second faculty position. This new edition provides updated advice and addresses hot topics in the competitive job market of today, including the challenges faced by dual-career couples, job search issues for pregnant candidates, and advice on how to deal with gaps in a CV. The chapter on alternatives to academic jobs has been expanded, and sample resumes from individuals seeking nonfaculty positions are included.The book begins with an overview of the hiring process and a timetable for applying for academic positions. It then gives detailed information on application materials, interviewing, negotiating job offers, and starting the new job. Guidance throughout is aimed at all candidates, with frequent reference to the specifics of job searches in scientific and technical fields as well as those in the humanities and social sciences. Advice on seeking postdoctoral opportunities is also included.Perhaps the most significant contribution is the inclusion of sample vitas. "The Academic Job Search Handbook" describes the organization and content of the vita and includes samples from a variety of fields. In addition to CVs and research statements, new in this edition are a sample interview itinerary, a teaching portfolio, and a sample offer letter. The job search correspondence section has also been updated, and there is current information on Internet search methods and useful websites.

    'Asking the Right Questions' helps students bridge the gap between simply memorising or blindly accepting information, and the greater challenge of critical analysis and synthesis.

    With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it.Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains:Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm Optimization algorithms that search millions of possible solutions to a problem and choose the best one Bayesian filtering, used in spam filters for classifying documents based on word types and other features Using decision trees not only to make predictions, but to model the way decisions are made Predicting numerical values rather than classifications to build price models Support vector machines to match people in online dating sites Non-negative matrix factorization to find the independent features in a dataset Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details."-- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths."-- Tim Wolters, CTO, Collective Intellect

    Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

    Yin's bestselling text provides a complete portal to the world of case study research. With the integration of 11 applications in this edition, the book gives readers access to exemplary case studies drawn from a wide variety of academic and applied fields. Ultimately, Case Study Research and Applications will guide students in the successful design and use of the case study research method. New to this Edition Includes 11 in-depth applications that show how researchers have implemented case study methods successfully. Increases reference to relativist and constructivist approaches to case study research, as well as how case studies can be part of mixed methods projects. Places greater emphasis on using plausible rival explanations to bolster case study quality. Discusses synthesizing findings across case studies in a multiple-case study in more detail Adds an expanded list of 15 fields that have text or texts devoted to case study research. Sharpens discussion of distinguishing research from non-research case studies. The author brings to light at least three remaining gaps to be filled in the future: how rival explanations can become more routinely integrated into all case study research; the difference between case-based and variable-based approaches to designing and analyzing case studies; and the relationship between case study research and qualitative research.

    L. Doctorow, and Frank Rich, into a useful guide not just for writers but for everyone who wants to put their best foot forward in writing prose. Dreyer offers lessons on the ins and outs of punctuation and grammar, including how to navigate the words he calls "the confusables," like tricky homophones; the myriad ways to use (and misuse) a comma; and how to recognize--though not necessarily do away with--the passive voice. (Hint: If you can plausibly add "by zombies" to the end of a sentence, it's passive.) People are sharing their writing more than ever--on blogs, on Twitter--and this book lays out, clearly and comprehensibly, everything writers can do to keep readers focused on the real reason writers write: to communicate their ideas clearly and effectively. Chock-full of advice, insider wisdom, and fun facts on the rules (and nonrules) of the English language, this book will prove invaluable to everyone who wants to shore up their writing skills, mandatory for people who spend their time editing and shaping other people's prose, and--perhaps best of all--an utter treat for anyone who simply revels in language.

    Half of all college courses are taught by adjunct faculty. The chances of an academic landing a tenure-track job seem only to shrink as student loan and credit card debts grow. What’s a frustrated would-be scholar to do? Can he really leave academia? Can a non-academic job really be rewarding—and will anyone want to hire a grad-school refugee?With “So What Are You Going to Do with That?” Susan Basalla and Maggie Debelius—Ph.D.’s themselves—answer all those questions with a resounding “Yes!” A witty, accessible guide full of concrete advice for anyone contemplating the jump from scholarship to the outside world, “So What Are You Going to Do with That?” covers topics ranging from career counseling to interview etiquette to translating skills learned in the academy into terms an employer can understand and appreciate. Packed with examples and stories from real people who have successfully made this daunting—but potentially rewarding— transition, and written with a deep understanding of both the joys and difficulties of the academic life, this fully revised and up-to-date edition will be indispensable for any graduate student or professor who has ever glanced at her CV, flipped through the want ads, and wondered, “What if?” “I will absolutely be recommending this book to our graduate students exploring their career options—I’d love to see it on the coffee tables in department lounges!”—Robin B. Wagner, former associate director for graduate career services, University of Chicago

    In the pages of The Poetry Home Repair Manual, Kooser brings those decades of experience to bear. Here are tools and insights, the instructions (and warnings against instructions) that poets—aspiring or practicing—can use to hone their craft, perhaps into art. Using examples from his own rich literary oeuvre and from the work of a number of successful contemporary poets, the author schools us in the critical relationship between poet and reader, which is fundamental to what Kooser believes is poetry’s ultimate purpose: to reach other people and touch their hearts. Much more than a guidebook to writing and revising poems, this manual has all the comforts and merits of a long and enlightening conversation with a wise and patient old friend—a friend who is willing to share everything he’s learned about the art he’s spent a lifetime learning to execute so well.

    The story begins in 1973, in the offices of The Atlantic Monthly, in Boston, where a young freelance writer named Tracy Kidder came looking for an assignment. Richard Todd was the editor who encouraged him. From that article grew a lifelong association. Before long, Kidder’s The Soul of a New Machine, the first book the two worked on together, had won the Pulitzer Prize. It was a heady moment, but for Kidder and Todd it was only the beginning of an education in the art of nonfiction.Good Prose explores three major nonfiction forms: narratives, essays, and memoirs. Kidder and Todd draw candidly, sometimes comically, on their own experience—their mistakes as well as accomplishments—to demonstrate the pragmatic ways in which creative problems get solved. They also turn to the works of a wide range of writers, novelists as well as nonfiction writers, for models and instruction. They talk about narrative strategies (and about how to find a story, sometimes in surprising places), about the ethical challenges of nonfiction, and about the realities of making a living as a writer. They offer some tart and emphatic opinions on the current state of language. And they take a clear stand against playing loose with the facts. Their advice is always grounded in the practical world of writing and publishing.Good Prose—like Strunk and White’s The Elements of Style—is a succinct, authoritative, and entertaining arbiter of standards in contemporary writing, offering guidance for the professional writer and the beginner alike. This wise and useful book is the perfect companion for anyone who loves to read good books and longs to write one.

    With this essential guide in hand, any writer can learn to communicate with the clarity and professionalism for which the Associated Press is famous. Fully revised and updated, this edition contains over 5,000 A to Z entries--including more than 50 new ones--laying out the AP's rules on grammar, spelling, punctuation, capitalization, abbreviation, and word and numeral usage. Comprehensive and easy to use, The AP Stylebook provides the facts and references necessary to write accurately about the world today: correct names of countries and organizations, Internet language and search techniques, language to avoid, common trademarks, and the unique guidelines for business and sports reporting. The final word on media law, The AP Stylebook also includes an invaluable section dedicated to crucial advice on how writers can guard against libel and copyright infringement. The veritable "journalist's bible," this is the one reference that working writers cannot afford to be without.With more than 50 new entries plus updates of more than 100 others, The AP Stylebook includes such features as: An A to Z listing of guides to capitalization, abbreviation, spelling, numerals, and usage* Internet guidelines* Sports guidelines and style* Business guidelines and style* A guide to punctuation* Supreme Court decisions regarding libel law* Summary of First Amendment rules* The right of privacy* Copyright guidelines* Proofreaders' marks

    Destination Dissertation is a handbook that helps students successfully develop and complete their dissertations. It uses travel as a metaphor framing the process as an exciting trip of 29 steps that can be completed in less than nine months. Designed for use by students in all disciplines and for both quantitative and qualitative dissertations, the book shows concrete and efficient processes for completing those parts of the dissertation where students tend to get stuck, from conceptualizing a topic to editing the final work. It includes a wealth of real-life examples from throughout the dissertation process, such as creating the proposal and coding data. This time-tested method comes from the authors' successful work at the Denver-based Scholars' Retreat. Essential for all PhD candidates!

    Half the 'rules' they use to humiliate others are really just judgement calls and the rest they don't even understand themselves. Learn the truth of basic grammar and punctuation from June Casagrande in chapters like:I'm Writing This While Naked--The Oh-So Steamy Predicate NominativeI'll Take "I Feel Like a Moron" for $200, Alex--When to Put Punctuation Inside Quotation MarksSnobbery Up with Which You Should Not Put--PrepositionsHyphens--Life-Sucking, Mom-and-Apple-Pie-Hating, Mime-Loving, Nerd-Fight-Inciting Daggers of the DamnedIn this collection of hilarious anecdotes and essays Casagrande delivers practical lessons not found anywhere else, demystifying the subject and taking it back from the snobs.

    Now with the strongest coverage of research writing in a full-sized handbook, the seventh edition helps students meet one of the core challenges of academic writing: maintaining their own voice while writing from sources. This edition also adds innovative tips from writing center tutors, sound advice for writing across the curriculum, and substantially more help for writing with and writing about visuals.

    As a result, writers will dig deep within and explore their own values and worldviews in order to create an effective story. Writers will come away with an extremely precise set of tools to work with--specific, useful techniques to make the audience care about their characters, and that make their characters grow in meaningful ways. They will construct a surprising plot that is unique to their particular concept, and they will learn how to express a moral vision that can genuinely move an audience.The foundations of story that Truby lays out are so fundamental they are applicable--and essential--to all writers, from novelists and short-story writers to journalists, memoirists, and writers of narrative non-fiction.

     Using case examples of both good and bad student practice, the handbook takes students through each step of the dissertation process, from their initial research proposal to the final submission. The author uses clear illustrations of what students need to do - or not do - to reach their potential, helping them to avoid the most common pitfalls. This essential handbook covers: Producing focused and relevant research objectives Writing your literature review Citing your sources correctly Clearly explaining your use of research methods Writing up your findings Summarizing your work by linking your conclusions to your initial proposal Understanding marking schemes Aimed primarily at Master's students or students on short postgraduate courses in business, humanities and the social sciences, this book is also key reading for supervisors and undergraduates considering postgraduate study.