It proceeds from familiar concepts to the unfamiliar, from the concrete to the abstract. Readers consistently praise this outstanding text for its expository style and clarity of presentation. The applications version features a wide variety of interesting, contemporary applications. Clear, accessible, step-by-step explanations make the material crystal clear. Established the intricate thread of relationships between systems of equations, matrices, determinants, vectors, linear transformations and eigenvalues.

    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.

    The field of Second language acquisition (SLA, for short) investigates the human capacity to learn additional languages in late childhood, adolescence, or adulthood, after the first language -in the case of monolinguals- or languages -in the case of bilinguals- have already been acquired. Understanding Second Language Acquisition offers a wide-encompassing survey of this burgeoning field, its accumulated findings and proposed theories, its developed research paradigms, and its pending questions for the future. The book zooms in and out of universal, individual, and social forces, in each case evaluating the research findings that have been generated across diverse naturalistic and formal contexts for second language acquisition. It assumes no background in SLA and provides helpful chapter-by-chapter summaries and suggestions for further reading.Ideal as a textbook for students of applied linguistics, foreign language education, TESOL, and education, it is also recommended for students of linguistics, developmental psycholinguistics, psychology, and cognitive science.

    In Righting the Mother Tongue, the author of A Left-Hand Turn Around the World brings us the tangled story of English Spelling, from Olde English to email. Utterly captivating, deliciously edifying, and extremely witty, Righting the Mother Tongue is a treat for the language lover—a book that belongs in every personal library, right next to Eats, Shoots, and Leaves, and the works of Bill Bryson and Simon Winchester.

    This invaluable resource for ESL students concentrates solely on the American accent to allow rapid progress.

    What's new in the Second Edition? 1. Fully compliant with the latest version of SPSS version 12 2. More coverage of advanced statistics including completely new coverage of non-parametric statistics. The book is 50 per cent longer than the First Edition. 3. Each section of each chapter now has a notation - 1,2 or 3 - referring to the intended level of study. This helps students navigate their way through the book and makes it user-friendly for students of ALL levels. 4. Has a 'how to use this book' section at the start of the text. 5. Characters in each chapter have defined roles - summarizing key points, to pose questions etc 6. Each chapter now has several examples for students to work through. Answers provided on the enclosed CD-ROM

    Geared toward students, teachers, readers, and writers alike, The Penguin Dictionary of Literary Terms and Literary Theory explains critical jargon (intertextuality, aporia), schools of literary theory (structuralism, feminist criticism), literary forms (sonnet, ottava rima), and genres (elegy, pastoral) and examines artifacts, historic locales, archetypes, origins of well-known phrases, and much, much more. Scholarly, straightforward, comprehensive, and even entertaining, this is a resource that no word-lover should be without.

    Here are all the tools pastors and teachers need to mine the Greek text and other language resources for the enhancement of personal study and sermon content.

    GET D!RTYNext time you’re traveling or just chattin’ in Italian with your friends, drop the textbook formality and bust out with expressions they never teach you in school, including: Cool slang Funny insults Explicit sex terms Raw swear words Dirty Italian teaches the casual expressions heard every day on the streets of Italy:What's up?Come va?He's a real hottie.Lui è proprio un figo.This pizza's awesome!Questa pizza è buonissima!I'm totally wasted.Soo sbronzo.I gotta piss.Devo pisciare.Hey ref, you're an asshole!Arbitro cornuto!Wanna do it doggy-style?Lo facciamo alla pecorina?

    Working on the principles that a person learns more quickly by example than by rule, the author has put together a book that abounds in immediately usable German sentences and phrases on a wide variety of subjects.The student will find pleasure in the amusing sketches and drawings used to imbed new vocabulary firmly in the student's mind, in the many excellent photographs of cities and landmarks in German-speaking countries, and in the glimpses of German culture and custom subtly interwoven into the conventional material.The book, though eminently useful for self-study, is especially amenable to classroom use or study with a private tutor. The variety of teaching aids that this book places at the teacher's disposal is remarkable. The lessons contain dialogues, grammar and idiom studies (replete with examples), and extensive practice exercises. In addition there are 28 full-page and double-page sketches of specific scenes (a harbor, a zoo, a theatre, etc.) with pertinent items numbered and identified in German and English; sketches and photographs, which the student is asked to describe in German; German proverbs, jokes, and more.The dialogues and reading material encompass an exceptionally wide range of real-life situations, and are extended to include most of the basic vocabulary one would need in each situation. The analysis of German pronunciation is very comprehensive (and the simple phonetic system used in the early stages is readable by sight). The practice exercises are carefully designed to allow the student to use what he learned. The closing sections contain a summary of grammar, a guide to letter writing (with sample German letters), and a valuable study guide to German literature by Dr. Richard Friedenthal.The book differs from others of its type in that it gives more attention to the elementary stages of learning, and the rate of progress is less rapid than usual. This means that any intelligent person, even if he is an absolute beginner, can with sufficient application arrive at the end of the course confident of having acquired a solid foundation for further study.

    The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. *NEW-Nontechnical learning material-Accompanies each part of the book. *NEW-The Internet as a sample application for intelligent systems-Added in several places including logical agents, planning, and natural language. *NEW-Increased coverage of material - Includes expanded coverage of: default reasoning and truth maintenance systems, including multi-agent/distributed AI and game theory; probabilistic approaches to learning including EM; more detailed descriptions of probabilistic inference algorithms. *NEW-Updated and expanded exercises-75% of the exercises are revised, with 100 new exercises. *NEW-On-line Java software. *Makes it easy for students to do projects on the web using intelligent agents. *A unified, agent-based approach to AI-Organizes the material around the task of building intelligent agents. *Comprehensive, up-to-date coverage-Includes a unified view of the field organized around the rational decision making pa

    It's an occasionally ribald, frequently witty and unerringly erudite guided tour of the secret labyrinth that lurks beneath the English language, taking in monks and monkeys, film buffs and buffaloes, and explaining precisely what the Rolling Stones have to do with gardening.

    The strategies are identified by an examination of authentic examples of translated texts in a variety of languages. No knowledge of linguistics or foreign languages is assumed. Each chapter begins with an explanation of the key linguistic concepts referred to and ends with a series of practical exercises. By striking a balance between theory and practice, the book provides a sound basis for training professional translators.

    This little book aims to give a certain perspective on the subject of language rather than to assemble facts about it. It has little to say of the ultimate psychological basis of speech and gives only enough of the actual descriptive or historical facts of particular languages to illustrate principles. Its main purpose is to show what I conceive language to be, what is its variability in place and time, and what are its relations to other fundamental human interests-the problem of thought, the nature of the historical process, race, culture, art. Contents: Language Define; The Elements of Speech; The Sounds of Language; Form in Language; Grammatical Processes; Form in Language; Grammatical Concepts; Types of Linguistic Structure; Language as a Historical Product: Drift; Language as a Historical Product: Phonetic Law; How Languages Influence Each Other; Language, Race and Culture; and Language and Literature.

    Now in its third edition, this best selling methodology resource gives both experienced and prospective teachers the theoretical background and practical applications they need to succeed.