Machine Learning Algorithms for Problem Solving in Computational Applications

DescriptionPathways Reading, Writing, and Critical Thinking is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic readings, videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Reading, Writing, and Critical ThinkingRelatable academic readings engage students and inform them on various topics, while helping improve reading comprehension skills to succeed in and out of the classroom.The Writing section provides even more guided instruction, explicit models, and practice opportunities to equip students with the skills needed t

Elementary Linear Algebra: Applications Version, 12th Edition, gives an elementary treatment of linear algebra that is suitable for a first course for undergraduate students. The classic treatment of linear algebra presents the fundamentals in the clearest possible way, examining basic ideas by means of computational examples and geometrical interpretation. 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. In this edition, a new section has been added to describe the applications of linear algebra in emerging fields such as data science, machine learning, climate science, geomatics, and biological modeling. New exercises have been added with special attention to the expanded early introduction to linear transformations and new examples have been added, where needed, to support the exercise sets. Calculus is not a prerequisite, but there are clea

DescriptionPathways is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Listening, Speaking, and Critical ThinkingA multimedia approach featuring videos, slideshows, and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond.Updated Speaking activities feature more guided instruction, language support, and practice to improve students' speaking skills in all areas of their lives.A Final Review section provides

DescriptionPathways is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Listening, Speaking, and Critical ThinkingA multimedia approach featuring videos, slideshows, and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond.Updated Speaking activities feature more guided instruction, language support, and practice to improve students' speaking skills in all areas of their lives.A Final Review section provides

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

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.

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.

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

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

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.

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways：Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Final

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Fina

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Fina

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Fina

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

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

This book describes how computer programs can generate narratives and how studies of computational narrative can illuminate how humans tell stories. Combining an introduction to relevant concepts related to automatic storytelling with accessible descriptions of well-known computer programs that illustrate how such concepts are employed, the book is aimed at an interdisciplinary audience and assumes little or no background in computer science. The book introduces the most relevant techniques employed over the last 60 years for the development of computer models for narrative generation, including narrative templates, problem-solving, planning, author engagement and reflection, and statistical methods such as deep neural networks, ending with an examination of the societal implications of the development of automatic narrative generator systems.

Renowned for its interactive focus on conceptual understanding, Halliday and Resnick's Principles of Physics, 12th edition, is an industry-leading resource in physics teaching with expansive, insightful, and accessible treatments of a wide variety of subjects. Focusing on several contemporary areas of research and a wide array of tools that support students' active learning, this book guides students through the process of learning how to effectively read scientific material, identify fundamental concepts, reason through scientific questions, and solve quantitative problems. This International Adaptation of the twelfth edition is built to be a learning center with practice opportunities, simulations, and videos.Numerous practice and assessment questions are available to ensure that students understand the problem-solving processes behind key concepts and understand their mistakes while working through problems.

Press-out the pieces and explore the construction site with Let's Learn & Play! Construction from Priddy Books. This fantastic new 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 how construction sites work from building houses to quarries, roadworks 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 construction sites 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. P

●Ten in-depth case studies explore a range of applications for all of the major functional areas of IHRM ensuring students grasp the principles in each chapter.●Additional questions and further reading recommendations provide scope for reflection and support learning for students at all levels.●A fully updated companion website is available to support you including PowerPoint slides, Instructor Manual, and a Cognero Test Bank.●Topics examine the practical complexities that arise within the major areas of IHRM, detail the key components, outline the main approaches and its advantages and disadvantages as well as considering the problem areas.

Over the last half century, "smartness"―the drive for ubiquitous computing―has become a mandate: a new mode of managing and governing politics, economics, and the environment.Smart phones. Smart cars. Smart homes. Smart cities. The imperative to make our world ever smarter in the face of increasingly complex challenges raises several questions: What is this "smartness mandate?" How has it emerged, and what does it say about our evolving way of understanding―and managing―reality? How have we come to see the planet and its denizens first and foremost as data-collecting instruments? In The Smartness Mandate, Orit Halpern and Robert Mitchell radically suggest that "smartness" is not primarily a technology, but rather an epistemology. Through this lens, they offer a critical exploration of the practices, technologies, and subjects that such an understanding relies upon―above all, artificial intelligence and machine learning. The authors approach these not simply as techniques for solving pr

Prepare your child for a brilliant future with Barron's Early Achiever Workbooks. Each workbook provides a hands-on learning experience tailored to grade-level skills. Barron's Early Achiever: Grade 3 Math Workbook is an ideal resource to supplement learning in the classroom, at home, for learning pods, or for homeschooling. Inside you'll find: Fun, interactive activities for comprehension and practiceHelpful tips, math vocabulary, easy-to-understand examples, and instructive illustrations to support learningMultiple, step-by-step problem-solving exercises that aid in children's critical thinking and reasoning skills

During the past half-century, exponential families have attained a position at the center of parametric statistical inference. Theoretical advances have been matched, and more than matched, in the world of applications, where logistic regression by itself has become the go-to methodology in medical statistics, computer-based prediction algorithms, and the social sciences. This book is based on a one-semester graduate course for first year Ph.D. and advanced master's students. After presenting the basic structure of univariate and multivariate exponential families, their application to generalized linear models including logistic and Poisson regression is described in detail, emphasizing geometrical ideas, computational practice, and the analogy with ordinary linear regression. Connections are made with a variety of current statistical methodologies: missing data, survival analysis and proportional hazards, false discovery rates, bootstrapping, and empirical Bayes analysis. The book con

During the past half-century, exponential families have attained a position at the center of parametric statistical inference. Theoretical advances have been matched, and more than matched, in the world of applications, where logistic regression by itself has become the go-to methodology in medical statistics, computer-based prediction algorithms, and the social sciences. This book is based on a one-semester graduate course for first year Ph.D. and advanced master's students. After presenting the basic structure of univariate and multivariate exponential families, their application to generalized linear models including logistic and Poisson regression is described in detail, emphasizing geometrical ideas, computational practice, and the analogy with ordinary linear regression. Connections are made with a variety of current statistical methodologies: missing data, survival analysis and proportional hazards, false discovery rates, bootstrapping, and empirical Bayes analysis. The book con

New edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views optimization as a process.In many practical applications, the environment is so complex that it is not feasible to lay out a comprehensive theoretical model and use classical algorithmic theory and/or mathematical optimization. Introduction to Online Convex Optimization presents a robust machine learning approach that contains elements of mathematical optimization, game theory, and learning theory: an optimization method that learns from experience as more aspects of the problem are observed. This view of optimization as a process has led to some spectacular successes in modeling and systems that have become part of our daily lives. Based on the “Theoretical Machine Learning” course taught by the author at Princeton University, the second edition of this widely used graduate level text features:Thoroughly updated material throughoutNew chapters on boosting, ad

Offering a new perspective, this textbook demystifies the operation of electric machines by providing an integrated understanding of electromagnetic fields, electric circuits, numerical analysis, and computer programming. It presents fundamental concepts in a rigorous manner, emphasising underlying physical modelling assumptions and limitations, and provides detailed explanations of how to implement the finite element method to explore these concepts using Python. It includes explanations of the conversion of concepts into algorithms, and algorithms into code, and examples building in complexity, from simple linear-motion electromagnets to rotating machines. Over 100 theoretical and computational end-of-chapter exercises test understanding, with solutions for instructors and downloadable Python code available online. Ideal for graduates and senior undergraduates studying electric machines, electric machine design and control, and power electronic converters and power systems engineerin

The second edition of a rigorous and example-driven introduction to topics in economic dynamics that emphasizes techniques for modeling dynamic systems.This text provides an introduction to the modern theory of economic dynamics, with emphasis on mathematical and computational techniques for modeling dynamic systems. Written to be both rigorous and engaging, the book shows how sound understanding of the underlying theory leads to effective algorithms for solving real-world problems. The material makes extensive use of programming examples to illustrate ideas, bringing to life the abstract concepts in the text. Key topics include algorithms and scientific computing, simulation, Markov models, and dynamic programming. Part I introduces fundamentals and part II covers more advanced material. This second edition has been thoroughly updated, drawing on recent research in the field.New for the second edition:“Programming-language agnostic” presentation using pseudocode.New chapter 1 covering

Learn from home or on-the-go and navigate the wilderness of middle school level Math in this hands-on study guide that gives 6th-8th graders all the tools for success!Learning is an adventure inside or outside of the classroom with this highly illustrated, handy field guide that will help kids master the essential skills and lessons of middle school Math. With expert knowledge presented in a bold and fun format that’s easy to read and understand, students will learn, explore, and practice the techniques and tools behind geometry, algebra, and more!The How to Survive Middle School study guides tackle all the essential middle school subjects. Each book trains readers in critical thinking and problem-solving skills to help them become independent learners. The interactive text, full of helpful tips and techniques, and engaging illustrations makes this so much more than just a textbook!Series Overview: This new series will launch in Summer 2022 with five titles including Math, Science, US

Learn from home or on-the-go and navigate the wilderness of middle school level English in this hands-on study guide that gives 6th-8th graders all the tools for success!Learning is an adventure inside or outside of the classroom with this highly illustrated, handy field guide that will help kids master the essential skills and lessons of middle school English. With expert knowledge presented in a bold and fun format that’s easy to read and understand, students will learn, explore, and practice the terminology, techniques, and tools behind successful reading habits, literary and structural analysis, and more!The How to Survive Middle School study guides tackle all the essential middle school subjects. Each book trains readers in critical thinking and problem-solving skills to help them become independent learners. The interactive text, full of helpful tips and techniques, and engaging illustrations makes this so much more than just a textbook!

Learn from home or on-the-go and navigate the wilderness of middle school level Science in this hands-on study guide that gives 6th-8th graders all the tools for success!Learning is an adventure inside or outside of the classroom with this highly illustrated, handy field guide that will help kids master the essential skills and lessons of middle school Science. With expert knowledge presented in a bold and fun format that’s easy to read and understand, students will learn, explore, and practice terminology, techniques, and tools behind creating and testing hypotheses, ecology, chemistry, and more.The How to Survive Middle School study guides tackle all the essential middle school subjects. Each book trains readers in critical thinking and problem-solving skills to help them become independent learners. The interactive text, full of helpful tips and techniques, and engaging illustrations makes this so much more than just a textbook!

Learn from home or on-the-go and navigate the wilderness of middle school level World History in this hands-on study guide that gives 6th-8th graders all the tools for success!Learning is an adventure inside or outside of the classroom with this highly illustrated, handy field guide that will help kids master the essential skills and lessons of middle school World History. With expert knowledge presented in a bold and fun format that’s easy to read and understand, students will learn and explore the groundwork of civilizations, conflicts, and creativity around the globe.The How to Survive Middle School study guides tackle all the essential middle school subjects. Each book trains readers in critical thinking and problem-solving skills to help them become independent learners. The interactive text, full of helpful tips and techniques, and engaging illustrations makes this so much more than just a textbook!

This text provides deep and comprehensive coverage of the mathematical background for data science, including machine learning, optimal recovery, compressed sensing, optimization, and neural networks. In the past few decades, heuristic methods adopted by big tech companies have complemented existing scientific disciplines to form the new field of Data Science. This text embarks the readers on an engaging itinerary through the theory supporting the field. Altogether, twenty-seven lecture-length chapters with exercises provide all the details necessary for a solid understanding of key topics in data science. While the book covers standard material on machine learning and optimization, it also includes distinctive presentations of topics such as reproducing kernel Hilbert spaces, spectral clustering, optimal recovery, compressed sensing, group testing, and applications of semidefinite programming. Students and data scientists with less mathematical background will appreciate the appendice

What happens to risk as the economic horizon goes to zero and risk is seen as an exposure to a change in state that may occur instantaneously at any time? All activities that have been undertaken statically at a fixed finite horizon can now be reconsidered dynamically at a zero time horizon, with arrival rates at the core of the modeling. This book, aimed at practitioners and researchers in financial risk, delivers the theoretical framework and various applications of the newly established dynamic conic finance theory. The result is a nonlinear non-Gaussian valuation framework for risk management in finance. Risk-free assets disappear and low risk portfolios must pay for their risk reduction with negative expected returns. Hedges may be constructed to enhance value by exploiting risk interactions. Dynamic trading mechanisms are synthesized by machine learning algorithms. Optimal exposures are designed for option positioning simultaneously across all strikes and maturities.

If education is to prepare learners for lifelong learning, there needs to be a shift towards deeper learning: a focus on transferable knowledge and problem-solving skills alongside the development of a positive or growth mindset. In this book, a follow up to CLIL, the authors review new developments in the understanding of the interface between language and learning, and propose an original new 'pluriliteracies' approach which refines and develops current thinking in CLIL. It aims to facilitate deeper learning through an explicit focus on disciplinary literacies, guiding learners towards textual fluency, encouraging successful communication across cultures, and providing a key stepping-stone towards becoming responsible global citizens. It both provides strong theoretical grounding, and shows how to put that understanding into practise. Engaging and practical, this book will be invaluable to both academics and education practitioners, and will enable conventional classrooms to be trans

An accessible analysis of the new forms of work whose seismic changes will increasingly determine the future of capitalism Automation and the decline in industrial employment have lead to rising fears of a workless future. But what happens when your work itself is the thing that will make your job obsolete? In the past few years, online crowdworking platforms - like Amazon's Mechanical Turk and Clickworker - have become an increasingly important source of work, particularly for those in the Global South. Here, small tasks are assigned to people online, and are often used to train algorithms to spot patterns, patterns through machine learning those same algorithms will then be able to spot more effectively than humans. Used for everything from the mechanics of self-driving cars to Google image search, this is an increasingly powerful part of the digital ecomomy. But what happens to work when it makes itself obsolete. In this stimulating work that blends political economy, studies of con