Machine Learning Algorithms for Problem Solving in Computational Applications

This enthusiastic introduction to the fundamentals of information theory builds from classical Shannon theory through to modern applications in statistical learning. Includes over 210 student exercises, emphasising practical applications in statistics, machine learning and modern communication theory. Accompanied by online instructor solutions.

The book builds on an analogy between social groups and assemblies of molecules to introduce the concepts of statistical mechanics, machine learning and data science. The idea is to bolster students' interest by proposing a new take on the topic that draws on a data analytics approach of molecules. Specifically, how the analysis of their individual features, as well as of interactions and "communication" processes can predict their properties and collective behavior, just as polling and social networking shed light on the behavior of social groups. Applications to systems at the cutting-edge of research e.g. environmental and energy applications, will be used.Key Features: Draws on a data analytics approach of molecules Covers hot topics such as artificial intelligence and machine learning of molecular trends Applications to systems at the cutting-edge of research e.g. environmental and energy applications, are used Discusses molecular simulation and links with other important, emergin

Harley Hitch returns for an airborne adventure in this highly illustrated fiction series about a determined young inventor from award-winning author Vashti Hardy. The Aviation Parade is coming to Forgetown this summer, and Harley has her sights set on creating a flying machine that will really stand out: a robot hippogriff! And if the creature impresses Cosmo's mum enough, surely Cosmo will be able to keep it as a pet? But Harley wants the flying machine to be a surprise for everyone. She soon finds that keeping secrets leads to tricky explanations and lots of trouble - especially when REAL hippogriffs arrive and cause chaos! Join Harley, her robot dog Sprocket and best friend Cosmo for problem-solving adventures and mysteries in a world where science rules and technology grows in the forest! A rollicking adventure that celebrates STEM learning! Highly illustrated with lively, humourous illustrations by George Ermos.Vashti Hardy is an award-winning author of children's books. Her novel

Data Mining: Practical Machine Learning Tools and Techniques, Fifth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated new edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches. Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including more recent deep learning content on such topics as GANs, transformers, BERT, GPT, VAE, adversarial examples, pre-training and fine-tuning, as well as a comprehensive treatment of ethical and responsible artificial intelligence topics. Authors Ian H. Witten, Eibe Frank, Mark A. Hall, and Christopher J. Pal, along with ne

CALCULUS: EARLY TRANSCENDENTALS, Metric, 9th Edition provides you with the strongest foundation for a STEM future. James Stewart's Calculus, Metric series is the top-seller in the world because of its problem-solving focus, mathematical precision and accuracy, and outstanding examples and problem sets. Selected and mentored by Stewart, coauthors Daniel Clegg and Saleem Watson continue his legacy, and their careful refinements retain Stewart's clarity of exposition and make the 9th Edition an even more usable learning tool. The accompanying WebAssign includes helpful learning support and new resources like Explore It interactive learning modules. Showing that Calculus is both practical and beautiful, the Stewart approach.

Longlisted for the 2024 Financial Times Book of the Year. How life and the economy became a black box--a collection of systems no one understands, producing outcomes no one likes. Passengers get bumped from flights. Phone menus disconnect. Automated financial trades produce market collapse. Of all the challenges in modern life, some of the most vexing come from our relationships with automation: a large system does us wrong, and there's nothing we can do about it. The problem, economist Dan Davies shows, is accountability sinks: systems in which decisions are delegated to a complex rule book or set of standard procedures, making it impossible to identify the source of mistakes when they happen. In our increasingly unhuman world--lives dominated by algorithms, artificial intelligence, and large organizations--these accountability sinks produce more than just aggravation. They make life and economy unknowable--a black box for no reason. In The Unaccountability Machine, Davies lays bar

Financial Markets and Institutions takes a practical approach to the changing landscape of financial markets and institutions. The text uses core principles to introduce topics, then examines these models via real-world scenarios. Empirical applications of themes help you develop essential critical-thinking and problem-solving skills.The 10th Edition reflects major changes in the aftermath of the global financial and Covid crises. With timely new sections, cases and boxes, you'll have the latest, most relevant information to help prepare you for your future career.

CALCULUS, Metric, 9th Edition, provides you with the strongest foundation for a STEM future. James Stewart's Calculus, Metric series is the top-seller in the world because of its problem-solving focus, mathematical precision and accuracy, and outstanding examples and problem sets. Selected and mentored by Stewart, Daniel Clegg and Saleem Watson continue his legacy and their careful refinements retain Stewart's clarity of exposition and make the 9th Edition an even more usable learning tool. Showing that Calculus is both practical and beautiful.

Models and Applications of Tourists' Travel Behavior provides an overview of all possible approaches to modeling tourists' travel behavior, helping readers decide which theoretical approach should be chosen depending on the available type of data. It focuses on the connection between traditional travel behavior theories and tourist studies and introduces specific tourist contexts in travel demand modelling. It goes beyond the theoretical background of tourist travel behavior modeling and offers a practical understanding for choosing the right model and sourcing the right data. The book begins with the role of transport in tourist' travel behavior, then employs a literature review to establish the necessary background on the topic. It then goes on to describe theoretical approaches, descriptive approaches, and statistical approaches for modelling. It discusses choice models based on both Stated Preference Data and Revealed Preference Data. It concludes with chapters on machine learning

Every girl and boy needs a strong background in STEM (Science, Technology, Engineering, Math). This full-color activity book will teach kids the science of AI and help prepare them for our evolving world. Future AI experts will love the mix of non-fiction and activities in this educational book full of BIG ideas. Fun games and puzzles teach kids about about: Arrow AI General AI Machine learning Decision trees Inputs Outputs And so much moreKids will learn facts about technology and its modern advances, all alongside engage and fun full-color illustrations by award-winning illustrator Vicky Barker. Start a lifelong passion for artificial intelligence!

本書序言1. Vectors are introduced earlier in the text (Chapter 2) so that students develop familiarity with vector language before encountering motion in one and two dimensions.2. Updates to the text reflect current technological advances, including recent spacecraft and updated coverage of climate change.3. New STEP (Scaffolding the Essentials of Physics) problems in WebAssign offer self-paced activities that bridge the gap between basic physics knowledge and solving complex textbook problems.4. Updated Master Its in WebAssign provide just-in-time problem-solving support to students, walking through the reasoning of problems that are similar to those that appear in the text.本書特色1. A Storyline feature that begins each chapter offers a continuous story through the eyes of an inquisitive physics student, connecting topics across the textbook and relating physics to everyday life.2. The Analysis Model approach to problem solving helps students conceptualize physics problems. Introduced in Cha

This book provides an overview of multiple aspects of spatial language understanding and explores recent trends of modeling based on very large foundational models and their applications. The authors address the following five main themes: spatial semantic representations in both symbolic and sub-symbolic spaces; spatial information extraction computational models; reasoning over spatial language; commonsense spatial understanding; and multiple modern and state-of-the-art downstream applications of spatial language understanding including dialogue systems, narrative discourse, and grounding language in the physical world with the multi-modal problem settings. One of the essential functions of natural language is to express spatial relationships between objects. Linguistic constructs can encode highly complex structures of objects, spatial relations between them, and patterns of motion through space relative to a reference point. The complexity of spatial language understanding and its

A HUMAN-CENTERED APPROACH TO ARTIFICIAL INTELLIGENCE WILL ENSURE HUMAN CONTROL OVER POWERFUL AND HELPFUL FUTURE MOBILE DEVICES AND SERVICESResearchers, developers, business leaders, policy makers, and others are expanding the technology-centered scope of artificial intelligence (AI) to include human-centered AI (HCAI) ways of thinking. This expansion from an algorithm-focused view to embrace a human-centered perspective can shape the future of technology to better serve human needs. The remarkable progress in algorithms for machine and deep learning have opened the doors to new opportunities, and some dark possibilities.However, as many technology companies and thought leaders have said, the goal is not to replace people, but to empower them by making design choices that give humans control over technology. In Human-Centered AI, Professor Ben Shneiderman aims to produce an optimistic, realistic, guide to how artificial intelligence can be used to augment and enhance humans' lives. This

A first words book that's also a shape-sorter!An innovative board book design that lets toddlers place three chunky shapes into matching slots.This bold, bright board book makes learning about shapes and first words endlessly fun. A chunky circle, triangle and rectangle attach to the book with colourful ribbons to create an engaging shape-sorter game, perfect for children from one to three years. The shapes slot into a die-cut on the page, with satisfying ease, completing a variety of images, from a rocket ship to a colourful butterfly.Matching the shapes aids children in their fine motor skills, hand-eye co-ordination and problem-solving skills. Each spread also introduces popular first words, making this the ideal book to learn from while having fun.Illustrated in vivid colour and effortless style by Polish artist Susie Hammer.Also available: Match the Colour

In a world increasingly run by algorithms and artificial intelligence, Hatim Rahman traces how organizations are using algorithms to control workers in an "invisible cage." Inside the Invisible Cage uses unique longitudinal data to investigate how digital labor platforms use algorithms to dictate the actions of high-skilled workers by determining accepted behaviors, work opportunities, and even success. As Hatim Rahman explains, employers can use algorithms to shift rules and guidelines without notice, explanation, or recourse for workers. The invisible cage signals a profound shift in the way markets and organizations categorize and ultimately control people. Unlike previous forms of labor control, the invisible cage is ubiquitous, yet it is also opaque and shifting, which makes breaking free from it difficult for workers. This book traces how the invisible cage was developed over time and the implications it has for the spread of new technology, such as generative artificial intellig

Collins Edexcel GCSE 9-1 Maths Higher Student Book 5th edition has thousands of expertly designed questions with proven progression and pacing, refined over time and tested in classrooms. Contextualise learning and promote the breadth of career opportunities with features reviewed by the WISE campaign (Women into Science and Engineering) Enhance exam preparation with new exam practice questions and worked exemplars to reflect the recent GCSE (9- 1) exams Help students to focus on the maths with the clear, uncluttered layout Boost fluency, reasoning and problem-solving skills with questions integrated throughout Help all students reach their potential with content reviewed and adjusted for greater accessibility as well as challenging content for Higher students Strengthen knowledge and deepen understanding with high quality explanations and hundreds of worked examples Foster independence and self-reflection with answers at the back

A hands-on, code-based guide to leveraging Julia in a variety of scientific and data-driven scenarios Key Features: Augment your basic computing skills with an in-depth introduction to JuliaFocus on topic-based approaches to scientific problems and visualisationBuild on prior knowledge of programming languages such as Python, R, or C/C++Purchase of the print or Kindle book includes a free PDF eBook Book Description: Julia is a well-constructed programming language which was designed for fast execution speed by using just-in-time LLVM compilation techniques, thus eliminating the classic problem of performing analysis in one language and translating it for performance in a second.This book is a primer on Julia's approach to a wide variety of topics such as scientific computing, statistics, machine learning, simulation, graphics, and distributed computing.Starting off with a refresher on installing and running Julia on different platforms, you'll quickly get to grips with the core concept

Biophysics: Foundations, Problems, and Solutions is an essential text for undergraduate students seeking to understand biophysics concepts through the lens of practical problems and their solutions. It provides a comprehensive exploration of the field, combining theoretical summaries, formulae, and laws with detailed numerical analyses. Designed to support readers from disciplines such as biomedical sciences, engineering, and medical technology, this book bridges the gap between biology and physics to offer a cohesive learning experience. Whether you’re a student or a seasoned expert, this text serves as a robust resource for mastering key biophysics principles.Beyond its core function as a textbook, the book covers a diverse array of topics, including fluid mechanics, capillary effects, acoustics, diffusion phenomena, radiology, and nuclear physics. With its extensive problem-solving approach, the book ensures readers gain both conceptual understanding and practical skills. It stands

The quantum measurement problem refers to a collection of unresolved questions about what happens during the measurement of a quantum system. The measurement problem must be solved in order for us to understand what kind of underlying reality could be compatible with the mathematical formalism of quantum mechanics. The existing literature on the measurement problem typically views the problem through the lens of ontology and metaphysics. Adlam reconceptualizes the quantum measurement problem as a problem of epistemology, and in doing so presents a novel perspective on the issue, offering a new approach to finding valid solutions. Once we understand the importance of epistemology to the measurement problem, it becomes clear that several popular proposals have epistemic flaws which threaten their viability as solutions. This reframing helps clear the field so we can see where future research should be focused. Saving Science from Quantum Mechanics delves into the subtle relationship betw

Take your self-study English language learning and confidence to the next level with the third practice book in the visual learning series English for Everyone.Practice Book: Level 3 Intermediate will help you to solidify the skills you learn from the Course Book: Level 3 Intermediate or from your other courses or studies. Strengthen your language for topics such as skills and tasks, giving instructions, and relationships and problem solving.Grab your pen and work your way through the exercises as you cover each topic. Activities include filling in the blanks, true or false decision-making, matching the pairs, and much more. Audio material is provided at every stage through the English For Everyone website and apps to provide vital experience of spoken English and make even tricky phrases easy to understand.English for Everyone is aligned to the CEFR, the international standard for language learning, and ideal for preparation for major English-language exams including IELTS, TOEIC, and

The definitive work on social and emotional learning (SEL) research and practice is now in an extensively revised second edition, featuring all-new and thoroughly updated chapters. The world’s leading SEL scholars describe state-of-the-art interventions that build students' competencies for managing emotions, showing empathy for others, forming supportive relationships, and making responsible decisions. The scientific underpinnings of SEL are explored and its impact on academic achievement and behavior is examined.The Handbook discusses ways to assess SEL and design effective, developmentally and culturally informed programs for students in preschool through secondary school settings and beyond. New to This Edition *Reflects a decade of significant advances in research, policy, and implementation. *New and expanded topics--equity, culturally responsive practice, multi-tiered systems of support, adult SEL, technology tools and applications, mental health, scaling up successful intervent

More than 500 stickers and 48 activities provide hours of learning fun!This thoroughly engaging activity book Includes over 30 scenes for fun family outings—from a zoo and aquarium to shops and museums.Colorful stickers feature favorite foods and sweets, animals, vehicles, busy people and more to use in each scene.Toddlers and preschoolers will enjoy choosing and placing stickers to complete learning activities. More than 500 colorful stickers feature children’s favorite things. Each of the 48 activities encourages important preschool readiness skills including:Recognizing letters and numbersIdentifying colors and shapesSorting and classifyingDiscerning patternsProblem-solving, and more!

●Practical applications include examples, over 500 homework problems, and computer problems.●Describes techniques to convert analog signals, the analysis of linear time-invariant discrete-time systems and signals in the time domain, and bilateral and unilateral z-transform methods.●Analyzes signals and systems in the frequency domain, the Fourier series and transform in continuous- and discrete-time signals, and the sampling and reconstruction of continuous-time signals.●Examines realizations of IIR and FIR systems and techniques to design digital filters.●Looks at sampling-rate conversion and applications to multirate digital signal processing.●Discusses linear prediction, optimum linear filters and single-channel adaptive filers based on the LMS and RLS algorithms.

366 brightly illustrated number puzzles - one for every day of the year.A year's supply of engaging number puzzles, such as magic squares, sudokus and simple mathematical brainteasers. Every challenge has a different theme, from birds and baking to rabbits and robots and difficulty gradually progresses through the book. Perfect for keeping kids entertained at home or on the move. Hints and tips help children to learn new problem-solving skills. With answers at the back of the book.

Application of Artificial Intelligence in Hybrid Electric Vehicle Energy Management presents the state-of-the-art in hybrid electric vehicle system modelling and management. With a focus on learning-based energy management strategies, the book provides detailed methods, mathematical models, and strategies designed to optimize the energy management of the energy supply module of a hybrid vehicle.The book first addresses the underlying problems in Hybrid Electric Vehicle (HEV) modeling, and then introduces several artificial intelligence-based energy management strategies of HEV systems, including those based on fuzzy control with driving pattern recognition, multi objective optimization, fuzzy Q-learning and Deep Deterministic Policy Gradient (DDPG) algorithms. To help readers apply these management strategies, the book also introduces State of Charge and State of Health prediction methods and real time driving pattern recognition. For each application, the detailed experimental process

Press-out the pieces and learn about emergency services with Let's Learn & Play! Emergency from Priddy Books. This fantastic novelty format is aimed at children aged three and over. Each of the illustrated pages is full of things for children to spot and look for as they learn about different people who help us from firefighters to police officers, coastguards and more. Packaged in a sturdy case with a magnetic fastening, there is a board book with die-cut spaces to fit in over 20 play pieces to complete the busy scenes. There are prompts on the page, as well as word labels to help children work out where to put the pieces which is a great way of encouraging hand-eye coordination, fine motor skills and problem solving. Each spread also includes simple fun facts about emergency services to inspire learning and different types of vehicles to find out about and encourage further discovery. This is a great gift as the pieces can be stored back in the clamshell and taken out and about.

Press-out the pieces and explore the world of dinosaurs with Let's Learn & Play! Dinosaurs from Priddy Books. This fantastic novelty format is aimed at children aged three and over. Each of the illustrated pages is full of things for children to spot and look for as they learn about different dinosaurs from the fearsome meat eaters to the unusual reptiles who lived under the sea and more. Packaged in a sturdy case with a magnetic fastening, there is a board book with die-cut spaces to fit in over 20 play pieces to complete the busy scenes. There are prompts on the page, as well as word labels to help children work out where to put the pieces which is a great way of encouraging hand-eye coordination, fine motor skills and problem solving. Each spread also includes simple fun facts about dinosaurs to inspire learning and encourage further discovery. This is a great gift as the pieces can be stored back in the clamshell and taken out and about. Perfect for entertaining on the plane or

Jack Pun presents best practices in pedagogy and teaching to facilitate effective content-subject learning at the secondary school level.Increasingly, parents are sending their children to English-medium instruction (EMI) secondary schools in their home countries, to prepare them for full immersion in EMI in English native-speaking countries. The book explores the teaching and learning processes in EMI senior secondary science classrooms based in thirty secondary schools in Hong Kong. Conducting analyses of classroom, teacher and student perception data, the author discusses the issues of teaching science through the medium of English in secondary schools, the implications and applications for professional development of science teachers and other content-subject teachers, and suggests strategies for teaching science in different EMI contexts.This volume is highly relevant to scholars in the field of educational linguistics, particularly in English language teaching, content-based inst

Introduction to Food Engineering, Sixth Edition brings a much more in-depth and didactic presentation of classic food engineering topics, such as the relationship of engineering to the chemistry, microbiology, nutrition and processing of foods. The book brings more quantitative analyses and problem-solving content, adding more descriptive topics at the end of each chapter to facilitate teaching and student comprehension. Topics cover engineering fundamentals, principles of food processing and preservation operations, solids handling, microbial bioreactions, inactivation and inhibition of microorganisms, and a brief Introduction to economic considerations and regulations. This approach facilitates comprehensive learning that has proven valuable beyond the classroom as a lifetime professional reference.

Can you guess who? Who's hiding behind bright blue feathers? Who's covering their face with yellow wings, or a bushy orange tail? Little ones will delight in lifting the flaps to find out just who is playing peekaboo in this cheerfully illustrated board book. - Stimulates creative thinking and visual problem solving - Encourages curiosity and attention to detail - Helps young children learn basic colors and animals Peekaboo Who? is an irresistible board book that children will want to read again and again! - Fun family read-aloud books - Books for children aged 0 to 3 - Books for toddlers and preschool children

A concise but informative overview of AI ethics and policy.Artificial intelligence, or AI for short, has generated a staggering amount of hype in the past several years. Is it the game-changer it's been cracked up to be? If so, how is it changing the game? How is it likely to affect us as customers, tenants, aspiring homeowners, students, educators, patients, clients, prison inmates, members of ethnic and sexual minorities, and voters in liberal democracies? Authored by experts in fields ranging from computer science and law to philosophy and cognitive science, this book offers a concise overview of moral, political, legal and economic implications of AI. It covers the basics of AI's latest permutation, machine learning, and considers issues such as transparency, bias, liability, privacy, and regulation.Both business and government have integrated algorithmic decision support systems into their daily operations, and the book explores the implications for our lives as citizens. For exam

The tenth book in theNew York Timesbestselling Rainbow Fish series encourages care and respect for the ocean and its creatures.Rainbow Fish and his friends have only ever heard stories about the nets that come through and take away shoals of fish from the ocean. Luckily, they’ve never had to experience that danger for themselves. All is peaceful until one day, Rainbow Fish and his friends come face to face with the trawling net.Even though getting caught within the net is scary, Rainbow Fish and his friends are quick to act. With the help of crabs and lobsters nearby, they’re able to cut through the net and help everyone trapped within make their great escape.This thrilling addition is a perfect example of quick problem solving and how to lean on one’s community in difficult situations.

As the largest U.S. employer, the Department of Defense (DoD) is a major provider of training and development. Given the complex and increasingly unpredictable operational landscape within which the military operates across land, sea, air, cyberspace, and space, continuous learning is vital in the military. Military learners must acquire diverse skills, from communication to using advanced technology, and retain those skills for use when necessary. Success in learning - and the ability to retain and transfer what is learned to military missions - is directly linked with military innovation, operational success, and the success of our nation. Adult Learning in the Military Context examines motivations shaping learning, contextual and equity factors, emerging learning technologies, effective approaches to assessment, and provides a research agenda. This report highlights that adult learners are most motivated when learning aligns with personal goals but notes that military structures may

This mystery thriller by the Number One bestselling author of The Inheritance Games is a gripping story of high stakes, betrayal, and unpredictable twists. Perfect for fans of A Good Girls Guide to Murder. Any problem can be fixed for a price .. . When Tess Kendrick is sent to stay with her older sister in Washington D.C., she has no idea that Ivy is the capitol’s go-to “fixer,” a person who can make powerful people’s scandals disappear with a snap of her fingers.Tess never thought she and Ivy had much in common, but when she enrolls at the exclusive Hardwicke School, she soon finds herself thrust into the role of high school fixer, solving problems for the children of the D.C. elite. But secrets pile up as each sister lives a double life, and their worlds come crashing together when a scandal from the halls of Hardwicke reaches Capitol Hill.As the stakes turn deadly, Tess must uncover who’s behind the power play before she becomes a target herself. Don’t miss the sequel, Lessons in Po

Meet Ramona Spellstar, witch in training, as she discovers magic for the very first time. A charming and magical fully illustrated series in spot colour for 5+ emerging readers about first experiences. Ramona is about to start at the Wands Away School, and she’s very nervous.What if she can’t do magic? What if she doesn’t make any friends? But as soon as she arrives in the friendly forest, she discovers how much fun learning magic can be. Unpacking, meeting new people, and, most importantly, learning to fly. Join Ramona and her classmates as they discover the excitement of their first broomstick.Collect your magical badges with Ramona and her friends in this brand new series packed with fun and friendship from bestselling illustrator, Emma Farrarons.

CELEBRATE FOOTBALL EVERY DAY OF THE YEAR WITH THE BRAND-NEW BOOK IN THE BESTSELLING SERIES WHERE FOOTBALL AND FACTS COME TOGETHER IN A DREAM TEAM FORMATION. THE PERFECT GIFT FOR ALL YOUNG FANS."The ultimate football yearbook where you can discover a new fun footie fact for every day of the year."-The Week JuniorWelcome to Football School Facts! It’s a book of facts and so let’s start with an important one: football is the best sport in the world.- Did you know that Erling Haaland is a record-breaking goalscoring machine?- That a player was once sent off for farting on the pitch?- Or that Diego Maradona has a religion named after him?Discover all this and much, much more all about your favourite players, great goals, super stadiums and marvellous mascots – the perfect gift for all young fans and their families to enjoy."An engaging, fun read that will keep children laughing, learning and dreaming of the pitch."- Women's Weekly"We love this series!"-Match of the Day Weekly***There’s a wh

This book presents a structured framework for decision-making and leadership in turbulent environments, focusing on the Three-Dimensional (3D) Thinking Framework(TM)--the use of hindsight, insight, and foresight--to navigate complexity. Contextual intelligence helps readers respond to rapid changes in organizational and personal settings. Dr. Kutz's 3D Thinking Framework(TM) and R4 Process(TM) (recognize, reorder, respond, reflect) integrate past insights, present intuition, and future aspirations into problem-solving strategies. Kutz simplifies complex concepts like VUCA (volatility, uncertainty, complexity, ambiguity), synchronicity, and tacit knowledge into actionable insights. This updated edition offers expanded content, practical examples, and new chapters on behaviors linked to contextual intelligence, enhancing 3D thinking. Full of cases and anecdotes, each chapter concludes with critical thinking questions and tools to assess and enhance contextual intelligence, guiding leader

Data-Driven Learning (DDL) can be broadly defined as the use of corpus tools and techniques for learners and teachers of foreign or second language, typically in the form of concordances derived from authentic texts for inductive learning of lexicogrammar. This Element is a practical guide for language teachers and graduate students intending to explore or upgrade their use of corpora in the language classroom and beyond. In today's context, where advances in computing and information processing dominate our social and professional interactions, the use of corpora emerges as a prime resource with which to approach data-driven language learning and teaching, developing language awareness, noticing skills and critical thinking for learning that generative AI cannot do for you.

Twins Scarlett and Thomas have been learning about the Maya at school. They even had a go at making hot chocolate from cacao beans. When Grandad falls ill, the twins know what the perfect cure will be – hot chocolate! They nervously borrow Grandad’s time machine and travel back to the time of the Mayas. Scarlett pretends to be a god, and gets taken in by the royal family. Thomas is not quite so lucky, and ends up playing for his life in a brutal Mayan ball game. Watch out, Thomas, if you lose, you might be sacrificed to the gods! How far would you go to find the best hot chocolate?

Three adventures starring clever, playful Fox in one big book! This trio of tales—Fox the Tiger, Fox Is Late, and Fox Has a Problem—from Corey R. Tabor’s acclaimed, Geisel Award–winning series are together in picture-book format for the first time ever. Get ready for Fox, Fox, and more Fox! The three funny stories in this picture book star Corey R. Tabor’s award-winning Fox along with his steadfast friends. Fox wishes he were a tiger! Tigers are big and fast and sneaky. So, Fox decides to become one. Fox is late! Follow him for a big surprise as he zooms along on his skateboard. Fox has a problem! Now all of Fox’s friends have problems, too. Can they work together to fix things before it’s too late? With engaging full-color art throughout, this is a terrific title for bedtime and story-time sharing.