Breakthrough Problem Solving With Action Learning

This book explores teaching, learning, and leadership in higher education following the Covid-19 pandemic. It examines opportunities that currently exist within higher education as they relate to innovative teaching and learning strategies, from instructional modalities to new models of transformative learning to meet students "where they are" in terms of career development and lifelong learning. Emphasis is placed on educational leadership and management skills, faculty and teaching acumen, and students and their quest for knowledge and understanding as we navigate past a global health crisis towards a future of hope and solutions to some of today's most pressing issues using collaboration, community, and an inquiry-oriented approach. The current state of education is reimagined with emphasis on higher education as a learning organization. A sense of urgency in higher education is underscored to instill knowledge and competency, encourage innovation, and help the next generation of st

"Save the People is engaging, funny, affecting and delightful. You'll never have more fun learning science." --Stuart Gibbs, bestselling author of the Spy School series "Serious science and great gags, with a bit of hope thrown in." --Steven Sheinkin, bestselling author of Bomb and Fallout An action-packed look at past, present, and future threats to humanity's survival--with an ultimately reassuring message that humans probably have a few more millennia in us. Scientists estimate that 99% of all species that have ever existed are now extinct. Whoa. So, it's not unreasonable to predict humans are doomed to become fossil records as well. But what could lead to our demise? Supervolcanos? Asteroids? The sun going dark? Climate change? All the above?! Humans--with our big brains, opposable thumbs, and speedy Wi-Fi--may be capable of avoiding most of these nightmares. (The T. rex would be super jealous of our satellites.) But we're also capable of triggering world-ending events. Learning fr

Preschoolers will love discovering fun facts about their body in My First Body Book from Campbell Books. With acetate windows that show through to your bones, heart, lungs and more, plus pull-tabs for different processes such as digestion and how your brain sends messages, this book is perfect for hands-on learning. Packed full with people of all shapes and sizes and with a focus on health and well-being, STEAM learning has never been so much fun!Vibrant illustrations by Yujin Shin bring the book to life, with plenty to spot and talk about in the pictures.Children can have more learning fun in My First Clock Book!

WHOOOOSH! We’re off on an exciting adventure in our hot-air balloon to say hello to all the different kinds of weather that make up our world. Join in with the rhymes and get ready to meet everything from whooshing wind to bright rainbows and shimmering sunshine. Little ones will be swept away on an unforgettable journey in this striking, action-packed picture book.This bold, bright follow-up to the acclaimed picture books Meet the Planets and Meet the Oceans is packed with gorgeous illustrations of everything from rainy rainforests to snowy mountains and stormy seas. Combining STEM learning with a rhyming twist, it's perfect for all little meteorologists!

In just 24 lessons of one hour or less, Design Thinking for Tech helps you inject techniques and exercises into your projects using the same systematic and creative process that designers have used for years. Anderson walks you through a simple four-phase Design Thinking model, showing how to loop back, keep learning, and continuously refine your work. You'll start by understanding the essential "what, how, when, why, and who" of Design Thinking. Next, you'll use core Design Thinking techniques to understand the big picture, focus on your most critical problems, think more creatively about them, take the next best steps toward problem resolution and value creation, and along the way rapidly iterate for progress. Every lesson builds on what you've already learned, with exercises crafted to deliver directly relevant experience. Regardless of your role in the world of technology, you'll learn how to supercharge success for any tech-related project, business initiative, or digital transfor

With Iterative Learning Control Algorithms and Experimental Benchmarking the authors discuss the main methods of iterative learning control (ILC) and its interactions, as well as comparator performanc

A comprehensive and up to date guide to mental health law in Scotland, including developments since the implementation of the Mental Health (Care and Treatment) (Scotland) Act 2003.Mental health and incapacity law affect not just those subject to compulsory orders, but everyone with a mental health problem, dementia or a learning disability.This highly practical guide covers every aspect of mental health law, including tribunal procedure, procedures for adults with incapacity, community care, patients’ rights and legal remedies for when things go wrong.The third edition includes:- Changes recommended by the Independent Review on Learning Disability and Autism to mental health legislation (plus any legislative, policy or guidance reflecting this) in its December 2019 final report.- Changes recommended by the Independent Review of Scottish Mental Health Law covering mental health, adults with incapacity and adult support and protection law. This is an ongoing review expected to be comple

Whether you're a game player, a designer of any kind, or someone who wants to know more about design, The Rules We Break will open your mind to creative and thought-provoking approaches to design. Play through more than 20 hands-on, real-world games and exercises to explore how people think, how games and systems work, and how to move through a creative process.Everyone can learn from game design: interaction designers and software developers, graphic designers and urban planners, kids in after-school programs and university students studying design. This collection of interactive games and exercises is designed to help you consider new ways of approaching productive collaboration, creative problem solving, analysis of systems, and how to communicate ideas, providing skills you can use in any discipline or situation.These real-world exercises are designed to be played on tabletops, as playground-style physical games, and via social interactions with others in person or online. A wide r

The use of literary texts in language classrooms is firmly established, but new questions arise with the transfer to remote teaching and learning. How do we teach literature online? How do learners react to being taught literature online? Will new genres emerge from the COVID-19 pandemic? Is the literary canon changing?This volume celebrates the vitality of literary and pedagogic responses to the pandemic and presents research into the phenomena observed in this evolving field. One strand of the book discusses literary outputs stimulated by the pandemic as well as past pandemics. Another strand looks at the pedagogy of engaging learners with literature online, examining learners of different ages and of different proficiency levels and different educational backgrounds, including teacher education. Finally, a third strand looks at the affordances of various technologies for teaching online and the way they interact with literature and with language learning. The contributions in this v

If the world of DASH CANDOO is new to you, fear not! All the books are stand-alone and can be read in any order."It was then that we heard a wailing sound. Sirens. Police sirens. And a LOT of them. Something serious had happened.”Something is amiss at the Botanical Gardens. Does it have anything to do with the mysterious helicopter landings on Norma Island? That place is STRICTLY OUT OF BOUNDS, which is why Dash and friends need to get there fast to investigate.Hilarious, action-filled, illustrated mystery stories, jam-packed with crazy stuff that makes kids laugh-out-loud. Dash’s adventures will appeal to the whole family. An unputdownable series from NYT Bestselling Ralph Lazar, starring Dash Candoo, an ingenious problem-solver, with fantastic friends and a bottomless backpack of brilliant gadgets.

These 50 full-color tear-out posters feature original artwork that conveys the urgent need to take action to combat climate change. Whether you're an activist, a student, or are looking for the perfect environmental gift, this collection of original posters from a series of international artists and designers is sure to inspire change.In a time when our environmental future is uncertain, natural disasters are becoming more frequent, and the window to avoid further irreversible climate damage is closing, collective action is essential. Compiled from an open call (design poured in from all over the world), 50 winning designs were selected from more than 800 entries. A global problem requires a global solution.Historically, posters have been one of the most common mediums of communication for dissent and social change, and the 50 tear-out posters in Posters for the Planet allow you to voice the importance of taking action now. Printed on 11-by-17-inch FSC paper, each of the perforated pos

In Certainty in Action, Danièle Moyal-Sharrock describes how her encounter with Wittgenstein overturned her previous assumptions that the mind is a product of brain activity and that thought, consciousness, the will, feelings, memories, knowledge and language are stored and processed in the brain, by the brain . She shows how Wittgenstein enables us to veer away from this brain-centred view of intelligence and behaviour to a person-centred view focusing on ways of acting that are both diversely embedded across forms of human life and universally embedded in a single human form of life. The book traces the radical importance of action as the cohesive thread weaving through Wittgenstein's philosophy, and shows how certainty intertwines with it to produce new ways of engaging in epistemology, the philosophy of mind and the philosophy of language. This selection of Moyal-Sharrock's essays vividly illustrates some of the ways in which Wittgenstein's pioneering enactivism has imp

Anxiety expert Lynn Lyons, whose advice appears regularly in Psychology Today and the New York Times, offers an eye-opening look at the 7 sneaky ways that anxiety and worry weave their way into our families, our friendships, and our jobs, and provides actionable steps to reverse the cycle and reclaim our emotional well-being. Ask people to describe anxiety and they’ll start with the familiar physical symptoms: racing heart, sweaty palms, difficulty breathing. Anxiety, they might add, is “freaking out,” a panic attack, or a frightening loss of control. But anxiety isn’t always what we think it is, especially now. Anxiety has become the new normal, constant and simmering, disguising itself in patterns and responses we don’t even recognize as anxiety. These patterns include:· Ruminating and worrying (and mistaking it for problem solving) · Going global, or seeing the world through an overwhelming, all-or-nothing lens· Isolating and disconnecting, all too common in our "new nor

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

《中醫內科學案例教學》系《中醫內科學》教材與案例教學法（case-based learning, CBL）、問題導向式教學法（problem-based learning, PBL）和傳統授課教學法（lecture-based learning, LBL）相互交融而成的產物。本書精心選編了相應的典型醫案，巧妙設計了思考問題，生動凝煉了主要知識點，是《中醫內科學》教學的重要參考書籍。本書擬作為創新教材使用。

Discover the power of activism in this board book companion to New York Times bestsellers I Am Human and I Am LoveOne seed to start a garden, one note to start a melody, one brick to start breaking down walls: Every movement and moment of change starts with purpose, with intention, with one. With me. With you. From the #1 New York Times bestselling team behind I Am Yoga, I Am Peace, I Am Human, and I Am Love comes a powerful call to action, encouraging each reader to raise their voice, extend a hand, and take that one first step to start something beautiful and move toward a better world.

No meat, no cheese, no problem! Enjoy hearty, delicious Italian classics like Carbonara with Beetroot “Pancetta” and Linguine with “Clam” Sauce in Vegan Pasta Night.Vegan Italian? Now that’s amore! From simple Cacio e Pepe to Fettucine with Chanterelle Mushrooms & Shitake Bacon, join chef Brianna Claxton for vegan recipes that will show you a whole new way to eat Italian.Start by learning how to make a variety of pastas from scratch. Whether you want straightforward semolina dough or more creative fare like activated charcoal “squid ink” pasta, you’ll learn how to do it. Brianna also covers techniques for filled pastas and shaped pasta.Then move on to complete recipes and techniques for the vegan cheeses and meats that are essential for cooking Italian. With amazing vegan versions of staples including parmesan, mozzarella, and prosciutto, you can make these and more delectable Italian eats:– Baked Pasta: Sausage and Ricotta Stuffed Shells, Lasagna Bolognese, Cavatappi with Vodka Sauce,

Wonder Woman meets Hidden Figures in this action-packed adventure trilogy about a trio of young superheroes fighting for justice during World War II―now together in a collectible paperback boxed set!In the midst of World War II, Josie, Akiko, and Mae are chosen by a top-secret agency to help crack puzzles for the government. The trio bonds over their shared love of female superhero celebrities, from Hauntima to Zenobia to Hopscotch. But during one extraordinary afternoon, they find themselves transformed into the newest (and youngest!) superheroes in town. As the girls’ abilities slowly begin to emerge, they learn that their skills will be crucial in thwarting a shapeshifting henchman of Hitler, and, just maybe, in solving an even larger mystery about the superheroes who’ve recently gone missing.Inspired by remarkable real-life women from World War II, this pulse-pounding adventure series features bold action and brave thinking, with forty-eight pages of comic book–style graphic panels

This self-contained introduction to machine learning, designed from the start with engineers in mind, will equip students with everything they need to start applying machine learning principles and algorithms to real-world engineering problems. With a consistent emphasis on the connections between estimation, detection, information theory, and optimization, it includes: an accessible overview of the relationships between machine learning and signal processing, providing a solid foundation for further study; clear explanations of the differences between state-of-the-art techniques and more classical methods, equipping students with all the understanding they need to make informed technique choices; demonstration of the links between information-theoretical concepts and their practical engineering relevance; reproducible examples using Matlab, enabling hands-on student experimentation. Assuming only a basic understanding of probability and linear algebra, and accompanied by lecture slide

Third in an action-packed historical Western series following the adventures of Jake Paynter, a former soldier with a target on his back. Will appeal to fans of William Johnstone, Louis L'Amour, and Sean Lynch...Since Jake Paynter has become marshal of South Pass City, his life has become a slog of solving other people's problems with the aid of his deputies, Gus Rivers and Stacy Blue. When he learns that his persistent adversary Lucian Ashley may be aiding a criminal gang in order to build a ranching empire, his first concern is for Lucien's sister Rosalyn―a woman Jake knows is too good for him but admires nonetheless.When Lucien betrays gang leader Dutch van Zandt, he retaliates by taking captive Rosalyn and four children―and Jake has no choice to form an alliance with Lucien in an attempt to get them all back. The agreement pits Jake against several of Lucien's men who want him dead. With friends few and enemies in abundance, Jake must thread a harrowing needle to run down van Zandt

Dive under the sea with this interactive first introduction to sharks, a chunky board book with sliding tabs!Discover a first introduction to sharks, in this super sturdy, chunky board book with sliding tabs. Little ones will delight at the exciting tabs that make the sharks swim and move on every spread, from the swish of the tiger shark's stripy tail to the chomp of the great white shark's mouth. A nonfiction fact on every spread presents additional learning opportunities for your little one. Combining simple vocabulary with bright and colorful illustrations, direct action words, light nonfiction, and captivating novelty, this board book is sure to delight and excite as it withstands reading again and again.

Recent accounts of human agency tend to overlook the role of conscious mental action in our daily lives, while contemporary accounts of the conscious mind often ignore the role of mental action and ag

This book introduces algebraic number theory through the problem of generalizing 'unique prime factorization' from ordinary integers to more general domains. Solving polynomial equations in integers leads naturally to these domains, but unique prime factorization may be lost in the process. To restore it, we need Dedekind's concept of ideals. However, one still needs the supporting concepts of algebraic number field and algebraic integer, and the supporting theory of rings, vector spaces, and modules. It was left to Emmy Noether to encapsulate the properties of rings that make unique prime factorization possible, in what we now call Dedekind rings. The book develops the theory of these concepts, following their history, motivating each conceptual step by pointing to its origins, and focusing on the goal of unique prime factorization with a minimum of distraction or prerequisites. This makes a self-contained easy-to-read book, short enough for a one-semester course.

This early-learning workbook is full of fun activities to help develop your child's fine motor skills.Improve your preschooler's fine-motor skills with Priddy Learning: Scissor Skills, a fun activity book from Priddy Books.This 80-page paperback workbook is designed to encourage safe scissor practice, with varying activities to engage children aged three and over. The exercises increase in difficulty as you go through the book and also include ideas for pasting and creating your own pictures so there is something for every ability level.Each page is perforated which helps for easy-cutting and so that your child's proud artwork can be displayed afterwards. Activities such as shapes, puzzles, mazes, and more are bright and appealing and the quality paper is easy for children to handle and cut without tearing.Part of the Priddy Learning Workbook series which includes; Priddy Learning Tracing & Pen Control, Priddy Learning: Lowercase Alphabet, Priddy Learning Uppercase Alphabet, Priddy

Law schools currently do an excellent job of helping students to 'think like a lawyer,' but empirical data show that clients, legal employers, and the legal system need students to develop a wider range of competencies. This book helps legal educators to understand these competencies and provides practical ways to build them into a law school curriculum. Based on recommendations from the American Bar Association, the American Association of Law Schools, and the Carnegie Foundation for the Advancement of Teaching, it will equip students with the skills they need not only to think but to act and feel like a lawyer. With this proposed model, students will internalize the need for professional development toward excellence, their responsibility to others, a client-centered approach to problem solving, and strong well-being practices. These four goals constitute a lawyer's professional identity, and this book empowers legal educators to foster each student's development of a professional id

A decade after the Global Financial Crisis and Great Recession, developed economies continue to struggle under excessive household debt. While exacerbating inequality and political unrest, this debt - when combined with wage stagnation and a shrinking welfare state - has played a key role in maintaining economic growth and allowing households faced with rising costs of living to make ends meet. In Bankruptcy: The Case for Relief in an Economy of Debt, Joseph Spooner examines this economic model and finds it increasingly unsustainable. In a call to action to reduce debt burden, he turns to bankruptcy law, which is uniquely situated as a mechanism of social insurance against the risks of a debt-dependent economy. This book should be read by anyone interested in understanding the problem of consumer debt and how best to address it.

This kindergarten phonics and spelling workbook combines curriculum-based language arts skills practice with puzzles, humor, and playful art in a lightweight, single-subject format designed to make learning phonics and spelling rewarding and funPhonics and spelling skills are important building blocks for reading success, and Highlights brings “Fun with a Purpose” to this essential learning activity with this forty-eight-page, full-color activity-based workbook with included achievement certificate. Created with education experts, this book covers consonant blends, rhyming words, vowel sounds, spelling patterns, and more―all designed to help kids improve reading and writing skills and build confidence in the classroom. Hidden Pictures puzzles, mazes, and other fun activities help reinforce the learning and add to the fun.

A dazzling wordless picture book celebrates creative problem-solving, teamwork, and the sun-splashed wonder of a day at the beach.The creators of the acclaimed Over the Shop evoke a perfect summer beach day―and themes of creativity, cooperation, flexibility, and persistence―all without a word in this sun-warmed, salt-stained delight of a story. A busload of beachgoers spills out onto the sand for a day of fun and frolic. Three siblings begin work on a castle, patting and shaping the sand as the sun arcs over the sky. Time and again, their progress is halted: a windswept hat topples their creation; a toddler ambles through it; the tide creeps close, and then too close. Meeting each demolition with fresh determination, the builders outdo themselves time and again, until the moment arrives to pile back into the bus for home. An authentic portrait of sibling cooperation―and glorious inspiration for creative people of all ages―A Day for Sandcastles channels the thrill of surrendering expect

In this Level 1 Ready-to-Read story, it’s girls versus boys on the Robin Hill School playground!There’s a problem on the playground at Robin Hill School! The boys won’t let the girls play soccer with them during recess. Emma is mad! So she figures out a plan to get them to change their minds.

Priddy Learning: My First Colors is an ideal introduction to colors for preschoolers, and features a striking color wheel with spinner.Priddy Learning: My First Colors is a fun introduction to colors

From the detective who found The Golden State Killer, a memoir of investigating America’s toughest cold cases and the rewards--and toll--of a life solving crime.For a decade, The Golden State Killer s

Young gamers control the action in this interactive series from the bestselling author of Trapped in a Video Game. With more than 30 endings and an unlockable bonus adventure, this third book in the series promises hours of screen-free fun. This is one book that will super-power the interest of any "I'd rather be gaming" kid. In this pick-your-path adventure, you join eight strangers inside a video game for a chance to be the last one standing. The challenge is simple: survive to the end. There's just one problem: Everyone else in your group is trying out-survive you. Will you figure out a way to be the lone survivor before it's too late? This action-packed adventure is perfect for fans of Battle Royale.

A celebration of thinking outside the box--or cage!The Great Bird Circus is headed to a big show, but they run into trouble when they reach the border. Paloma and the ringmaster are allowed to cross--but their birds need paperwork, and lots of it! The situation seems hopeless, unless ... what if there's more than one way to get across?With Paloma's quick and creative thinking, she's able to outwit the bureaucracy and come up with a solution: they free the birds from their cages, and while Paloma and the ringmaster drive across the border in their truck, the birds fly overhead! When the circus is reunited on the other side, Paloma suggests the birds don't need cages--they can fly free.Minimal text, light humor, and loose illustrations work together to express big ideas simply in this uplifting story that prizes problem-solving and creative thinking.

Make a thrilling escape from a medieval castle using logic, problem-solving, and critical thinking!BEWARE! You've been imprisoned in a medieval castle, and may be trapped forever! Can you escape the fortress walls?It is 1389, and you are locked in a tower of a medieval castle. The door is guarded. The castle bustles with nobles, servants, craftspeople, and entertainers. But it is also a mighty fortress fiercely defended by soldiers. The castle’s massive walls protect it from enemy attack, while inside there is a maze of dark passageways.Stay calm, use your wits, and consult the heraldic wheel on the front cover. If you follow the clues, solve the riddles, and decode the puzzles, you will make your escape!CHOOSE! Use all the clues to make your choices wisely and escape the castle.SPIN! Turn the heraldic wheel on the front cover to reveal the next step of your journey.LEARN! Filled with facts about life in a castle in medieval times. Authenticated by experts.THRILL! The story is a page-t

Around the world, city highways and country roads have cut through natural spaces. Wild animals are blocked from the resources they need to survive, or must make dangerous crossings across busy roads to get to them. Fortunately, solving this problem has inspired some creative solutions! Take a tour of wildlife crossings across the globe, from grassy badger bridges to underpasses for elephants. Discover how these inventive pathways have saved both animal and human lives and helped preserve ecosystems.

A comprehensive update of the leading algorithms text, with new material on matchings in bipartite graphs, online algorithms, machine learning, and other topics. Some books on algorithms are rigorous but incomplete; others cover masses of material but lack rigor. Introduction to Algorithms uniquely combines rigor and comprehensiveness. It covers a broad range of algorithms in depth, yet makes their design and analysis accessible to all levels of readers, with self-contained chapters and algorithms in pseudocode. Since the publication of the first edition, Introduction to Algorithms has become the leading algorithms text in universities worldwide as well as the standard reference for professionals. This fourth edition has been updated throughout. New for the fourth edition New chapters on matchings in bipartite graphs, online algorithms, and machine learningNew material on topics including solving recurrence equations, hash tables, potential functions, and suffix arrays140 new exerc

Differential Equations with Mathematica, Fifth Edition uses the fundamental concepts of the popular platform to solve (analytically, numerically, and/or graphically) differential equations of interest to students, instructors, and scientists. Mathematica's diversity makes it particularly well suited to performing calculations encountered when solving many ordinary and partial differential equations. In some cases, Mathematica's built-in functions can immediately solve a differential equation by providing an explicit, implicit, or numerical solution. In other cases, Mathematica can be used to perform the calculations encountered when solving a differential equation. Because one goal of elementary differential equations courses is to introduce students to basic methods and algorithms so that they gain proficiency in them, nearly every topic covered this book introduces basic commands, also including typical examples of their application. A study of differential equations relies on concep

Offering unique, comprehensive coverage of both basic science and clinical scenarios, Clinical Immunology: Principles and Practice, 6th Edition, brings you up to date with every aspect of this fast-changing field. It examines the molecular, cellular, and immunologic bases of immunologic diseases and their broader systemic implications; and includes complete coverage of all common and less common disorders. Updated with all the latest immunologic research and clinical implications, including breakthrough immunotherapies and molecular-based treatment protocols, this fully revised edition provides authoritative guidance from some of the most respected global leaders in immunology in one complete, well-illustrated volume. Includes extensive revisions that reflect rapidly expanding research and clinical advances, including breakthrough drug and immunotherapies such as immune checkpoint inhibitors, immunotherapies for cancer, precision medicine, and transfusion medicine. Contains new cha

Based on the YouTube global phenomenon, this Level 1 I Can Read is perfect for sharing with the Love, Diana fan in your life!Meet your favorite characters from the world of Love, Diana! From Diana herself to her brother Roma, live action and animated friends come together to have a royally fun time!Love, Diana: Meet Diana is a Level One I Can Read, perfect for children learning to sound out words and sentences. Whether shared at home or in a classroom, the short sentences, familiar words, and simple concepts of Level One books support success for children eager to start reading on their own.Love, Diana is a live-action, animated series featuring Diana, the ultimate princess of play. Her YouTube channel, Kids Diana Show, is the third most viewed channel in the world. With a fanbase of over 135 million subscribers, Diana brings her message of empowerment and friendship through her series, toys, clothes, and more!

A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory.This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers notation. Probabilistic Machine Learning grew out of the author’s 2012 book, Machine Learning: A Probabilistic Perspective. More than just a simple update, this is a completely new book that reflects the dramatic developments in the field since 2012, most notably deep learning. In addition, the ne