Many AI (and machine learning) tasks present in dual forms, e.g., English-to-Chinese translation vs. Chinese-to-English translation, speech recognition vs. speech synthesis,question answering vs. question generation, and image classification vs. image generation. Dual learning is a new learning framework that leverages the primal-dual structure of AI tasks to obtain effective feedback or regularization signals in order to enhance the learning/inference process. Since it was first introduced four years ago, the concept has attracted considerable attention in multiple fields, and been proven effective in numerous applications, such as machine translation, image-to-image translation, speech synthesis and recognition, (visual) question answering and generation, image captioning and generation, and code summarization and generation. Offering a systematic and comprehensive overview of dual learning, this book enables interested researchers (both established and newcomers) and practitioners to gain a better understanding of the state of the art in the field. It also provides suggestions for further reading and tools to help readers advance the area. The book is divided into five parts. The first part gives a brief introduction to machine learning and deep learning. The second part introduces the algorithms based on the dual reconstruction principle using machine translation, image translation, speech processing and other NLP/CV tasks as the demo applications. It covers algorithms, such as dual semi-supervised learning, dual unsupervised learning and multi-agent dual learning. In the context of image translation, it introduces algorithms including CycleGAN, DualGAN, DiscoGAN cdGAN and more recent techniques/applications. The third part presents various work based on the probability principle, including dual supervised learning and dual inference based on the joint-probability principle and dual semi-supervised learning based on the marginal-probability principle. The fourth part reviews various theoretical studies on dual learning and discusses its connections to other learning paradigms. The fifth part provides a summary and suggests future research directions.

"Teaching Dual Language Learners is a practical guide to help early childhood educators understand the needs of and provide instruction for young dual language learners in their classroom"--

Dual language education is a program that combines language minority and language majority students for instruction through two languages. This book provides the conceptual background for the program and discusses major implementation issues. Research findings summarize language proficiency and achievement outcomes from 8000 students at 20 schools, along with teacher and parent attitudes.

Dual Language Essentials for Teachers and Administratorshas been widely used as a guide for planning and implementing dual language programs. The Second Edition provides the latest theory, research, and best practices by drawing on the experiences of administrators and teachers in successful one-way and two-way bilingual dual language programs. Readable and practical, this edition features: - video clips illustrating powerful and effective strategies in dual language classrooms - an explanation of translanguaging and the changing views of bilinguals and bilingualism - examples of teachers using translanguaging strategies - the addition of essentials for secondary dual language programs - an explanation of long- and short-term curriculum planning and implementation - a discussion of academic and social equity in dual language programs - a description of best practices in biliteracy instruction. Dual Language Essentials for Teachers and Administrators, Second Edition will be your essential guide for planning and implementing a dual language program.

This book provides a comprehensive and interdisciplinary examination of dual language education for Latina/o English language learners (ELLs) in the United States, with a particular focus on the state of Texas and the U.S.-Mexico border. The book is broken into three parts. Part I examines how Latina/o ELLs have been historically underserved in public schools and how this has contributed to numerous educational inequities. Part II examines bilingualism, biliteracy, and dual language education as an effective model for addressing the inequities identified in Part I. Part III examines research on dual language education in a large urban school district, a high-performing elementary school that serves a high proportion of ELLs along the Texas-Mexico border, and best practices for principals and teachers. This volume explores the potential and realities of dual language education from a historical and social justice lens. Most importantly, the book shows how successful programs and schools need to address and align many related aspects in order to best serve emergent bilingual Latino/as: from preparing teachers and administrators, to understanding assessment and the impacts of financial inequities on bilingual learners. Peter Sayer, The Ohio State University, USA

As our global economy increasingly demands a highly educated, bilingual and biliterate workforce, educators feel more compelled than ever to offer culturally and linguistically responsive education that speaks to these demands as well as the diversity of today's student population. "For culturally and linguistically diverse students, dual language education offers the best alternative to increase their academic achievement and boost their social and economic potentials," writes Sonia Soltero. In Dual Language Education, Soltero provides a comprehensive view of what it takes to create well-designed, effective, sustainable dual language programs based on current dual language research and theory. Each chapter examines the pedagogical and organizational principles of dual language education, and the specific conditions necessary for their effective implementation. Vignettes from teachers, parents, and school leaders, illustrate the transformative power of dual language education to benefit all students.

Offers practical ways to support young dual language learners and their families. Addresses communicating, using technology, pairing children, and more.