Deep Learning with Python

This friendly guide is the companion you need to convert pure mathematics into understanding and facility with a host of probabilistic tools. The book provides a high-level view of probability and its most powerful applications. It begins with the basic rules of probability and quickly progresses to some of the most sophisticated modern techniques in use, including Kalman filters, Monte Carlo techniques, machine learning methods, Bayesian inference and stochastic processes. It draws on thirty years of experience in applying probabilistic methods to problems in computational science and engineering, and numerous practical examples illustrate where these techniques are used in the real world. Topics of discussion range from carbon dating to Wasserstein GANs, one of the most recent developments in Deep Learning. The underlying mathematics is presented in full, but clarity takes priority over complete rigour, making this text a starting reference source for researchers and a readable overv

This new volume addresses the growing interest in and use of big data analytics in many industries and in many research fields around the globe; it is a comprehensive resource on the core concepts of big data analytics and the tools, techniques, and methodologies. The book gives the why and the how of big data analytics in an organized and straightforward manner, using both theoretical and practical approaches.The book's authors have organized the contents in a systematic manner, starting with an introduction and overview of big data analytics and then delving into pre-processing methods, feature selection methods and algorithms, big data streams, and big data classification. Such terms and methods as swarm intelligence, data mining, the bat algorithm and genetic algorithms, big data streams, and many more are discussed. The authors explain how deep learning and machine learning along with other methods and tools are applied in big data analytics. The last section of the book presents

Denis Donoghue has been a key figure in Irish studies and an important public intellectual in Ireland, the UK and US throughout his career. These essays represent the best of his writing and operate in conversation with one another. He probes the questions of Irish national and cultural identity that underlie the finest achievements of Irish writing in all genres. Together, the essays form an unusually lively and far-reaching study of three crucial Irish writers – Swift, Yeats and Joyce – together with other voices including Mangan, Beckett, Trevor, McGahern and Doyle. Donoghue's forceful arguments, deep engagement with the critical tradition, buoyant prose and extensive learning are all exemplified in this collection. This book is essential reading for all those interested in Irish literature and culture and its far-reaching effects on the world.

Denis Donoghue has been a key figure in Irish studies and an important public intellectual in Ireland, the UK and US throughout his career. These essays represent the best of his writing and operate in conversation with one another. He probes the questions of Irish national and cultural identity that underlie the finest achievements of Irish writing in all genres. Together, the essays form an unusually lively and far-reaching study of three crucial Irish writers – Swift, Yeats and Joyce – together with other voices including Mangan, Beckett, Trevor, McGahern and Doyle. Donoghue's forceful arguments, deep engagement with the critical tradition, buoyant prose and extensive learning are all exemplified in this collection. This book is essential reading for all those interested in Irish literature and culture and its far-reaching effects on the world.

Written in a clear and lively tone, Statistics Using IBM SPSS provides a data-centric approach to statistics with integrated SPSS (version 22) commands, ensuring that students gain both a deep conceptual understanding of statistics and practical facility with the leading statistical software package. With one hundred worked examples, the textbook guides students through statistical practice using real data and avoids complicated mathematics. Numerous end-of-chapter exercises allow students to apply and test their understanding of chapter topics, with detailed answers available online. The third edition has been updated throughout and includes a new chapter on research design, new topics (including weighted mean, resampling with the bootstrap, the role of the syntax file in workflow management, and regression to the mean) and new examples and exercises. Student learning is supported by a rich suite of online resources, including answers to end-of-chapter exercises, real data sets, Power

Enchant your little one with 5 pop-up surprises of their favorite Disney Princesses! Whether they find Ariel searching for hidden treasures deep under the sea, Moana on the lookout for a new adventure, or Rapunzel swinging down from her tower to follow her dreams, little ones will encounter a magical surprise with the turn of every page. The lively, read-aloud rhymes encourage literacy and early learning, while the surprise pop-up scenes will delight curious toddlers. With the help of parents and caregivers, they'll have fun turning the sturdy board book pages, guessing what's hiding under each flap, and then lifting the flaps to reveal each Princess, and play peekaboo! Ideal for interactive preschool play, Disney Princess Pop-up Peekaboo! will appeal to both parents and children and is certain to keep little ones entertained time and time again.

Meet Isadora Moon's mermaid friend, Emerald! Emerald is learning how to be a mermaid princess, but there are just so many rules. She loves having fun with her friends and exploring her underwater world with her pet octopus, Inkibelle, she doesn't want to be stuck in the palace with everyone looking at her and checking that she's doing things the proper, royal way. The morning after a big storm, Emerald discovers a shimmery egg in Dad's back garden.A baby sea dragon hatches from the egg! It is sooo cute! When the cheeky little sea dragon hitches a lift with Emerald back to Mum's, everyone at the royal palace is enchanted. Emerald knows deep down that they need to find its real family and so Emerald, Delphina, and Mum set out on an exciting ocean adventure to do just that. Illustrated throughout in sea green and black, Emerald is perfect for readers who are looking for a first chapter book with a splash of wildness and wonder.

Networks are everywhere: networks of friends, transportation networks and the Web. Neurons in our brains and proteins within our bodies form networks that determine our intelligence and survival. This modern, accessible textbook introduces the basics of network science for a wide range of job sectors from management to marketing, from biology to engineering, and from neuroscience to the social sciences. Students will develop important, practical skills and learn to write code for using networks in their areas of interest - even as they are just learning to program with Python. Extensive sets of tutorials and homework problems provide plenty of hands-on practice and longer programming tutorials online further enhance students' programming skills. This intuitive and direct approach makes the book ideal for a first course, aimed at a wide audience without a strong background in mathematics or computing but with a desire to learn the fundamentals and applications of network science.

9780744094664 Pop-Up Peekaboo! Disney PrincessEnchant your little one with 5 pop-up surprises of their favorite Disney Princesses!Whether they find Ariel searching for hidden treasures deep under the sea, Moana on the lookout for a new adventure, or Rapunzel swinging down from her tower to follow her dreams, little ones will encounter a magical surprise with the turn of every page.9780744094671 Pop-Up Peekaboo! Disney Winnie the PoohMeet the little bear who's always hungry for honey and find 5 pop-up surprises inside!Join Pooh as he searches The Hundred Acre Wood for his friends: Piglet, Eeyore, Tigger, and Roo, and share with your toddler a character that you loved too.The lively, read-aloud rhymes encourage literacy and early learning, while the surprise pop-up scenes will delight curious preschoolers. With the help of parents and caregivers, toddlers will have fun turning the sturdy board book pages, guessing what's hiding under each flap, and then lifting the flaps to rev

Handbook of Computational Intelligence in Biomedical Engineering and Healthcare helps readers analyze and conduct advanced research in specialty healthcare applications surrounding oncology, genomics and genetic data, ontologies construction, bio-memetic systems, biomedical electronics, protein structure prediction, and biomedical data analysis. The book provides the reader with a comprehensive guide to advanced computational intelligence, spanning deep learning, fuzzy logic, connectionist systems, evolutionary computation, cellular automata, self-organizing systems, soft computing, and hybrid intelligent systems in biomedical and healthcare applications. Sections focus on important biomedical engineering applications, including biosensors, enzyme immobilization techniques, immuno-assays, and nanomaterials for biosensors and other biomedical techniques.Other sections cover gene-based solutions and applications through computational intelligence techniques and the impact of nonlinear/un

This authoritative work provides an in-depth treatment of state space methods, with a range of applications in neural and clinical data. Advanced and state-of-the-art research topics are detailed, including topics in state space analyses, maximum likelihood methods, variational Bayes, sequential Monte Carlo, Markov chain Monte Carlo, nonparametric Bayesian, and deep learning methods. Details are provided on practical applications in neural and clinical data, whether this is characterising time series data from neural spike trains recorded from the rat hippocampus, the primate motor cortex, or the human EEG, MEG or fMRI, or physiological measurements of heartbeats or blood pressures. With real-world case studies of neuroscience experiments and clinical data sets, and written by expert authors from across the field, this is an ideal resource for anyone working in neuroscience and physiological data analysis.

This key new textbook provides a state-of-the-art view of the physics of cloud and precipitation formation, covering the most important topics in the field: the microphysics, thermodynamics and cloud-scale dynamics. Highlights include: the condensation process explained with new insights from chemical physics studies; the impact of the particle curvature (the Kelvin equation) and solute effect (the Köhler equation); homogeneous and heterogeneous nucleation from recent molecular dynamic simulations; and the hydrodynamics of falling hydrometeors and their impact on collision growth. 3D cloud-model simulations demonstrate the dynamics and microphysics of deep convective clouds and cirrus formation, and each chapter contains problems enabling students to review and implement their new learning. Packed with detailed mathematical derivations and cutting-edge stereographic illustrations, this is an ideal text for graduate and advanced undergraduate courses, and also serves as a reference for

Discover the magic to be found in your very own backyard with the help of this fun and creative green witchcraft guidebook for kids! The Little Witchs Guide to Backyard Magicis a joyful guide that focuses on the basic principles of positive, nature-based ';green' witchcraft, which celebrates and fosters a deep respect for the natural world. Kids will discover the true wonder that the earth has to offer through the fun activities, simple spells, and cute crafts in this book, including: Easy divination, like tea leaf reading Crystal magic Weather magic Celebrating the seasons Ideas for magical gardening and working with plants Inviting and working respectfully with the friendlier fae Exploring the five elements Learning about the influence of the sun, moon, and stars And so much more! Through play and the exploration of the natural world, kids will experience the interconnectedness of all things and will learn that as much as magic can be found in the world around us, so too does it

A stunning visual reference book for little geologists who love to find fascinating stones around them. Identify colourful gemstones, sparkly crystals, the toughest rocks and ancient fossils. Packed with fun facts, information and extensive photos all about the rocks and minerals that make up the world around us.Interactive learning that engages young scholar minds. Learn about 64 different types of rocks and minerals, how to tell the difference between them, and where to find them. Have a dig into all the interesting geological materials from deep space to the deepest caves.You'll even discover glow in the dark minerals and living gems!Find out about the stuff our world is made of, and how rocks and minerals form over time. This captivating book introduces children to hands-on science with fun activities such as starting your own impressive rock collection and how to stay safe on your rock finding missions. Written for kids aged 6 to 9 with bite-sized information and explanations.The

A complete resource for finance students, this textbook presents the most common empirical approaches in finance in a comprehensive and well-illustrated manner that shows how econometrics is used in practice, and includes detailed case studies to explain how the techniques are used in relevant financial contexts. Maintaining the accessible prose and clear examples of previous editions, the new edition of this best-selling textbook provides support for the main industry-standard software packages, expands the coverage of introductory mathematical and statistical techniques into two chapters for students without prior econometrics knowledge, and includes a new chapter on advanced methods. Learning outcomes, key concepts and end-of-chapter review questions (with full solutions online) highlight the main chapter takeaways and allow students to self-assess their understanding. Online resources include extensive teacher and student support materials, including EViews, Stata, R, and Python so

Building on a deep theoretical foundation and drawing on numerous examples, we examine how policies spread across the American states. We argue that for good policies to spread while bad policies are pushed aside, states must learn from one another. The three ingredients for this positive outcome are observable experiments, time to learn, and favorable incentives and expertise among policymakers. Although these ingredients are sometimes plentiful, we also note causes for concern, such as when policies are complex or incompatible with current practices, when policymakers give in to underlying political biases, or when political institutions lack the capacity for cultivating expertise. Under such conditions, states may rely on competition, imitation, and coercion, rather than learning, which can allow bad policies, rather than good ones, to spread. We conclude with lessons for reformers and policymakers and an assessment of our overall argument based on state responses to the COVID-19 pa

Building on a deep theoretical foundation and drawing on numerous examples, we examine how policies spread across the American states. We argue that for good policies to spread while bad policies are pushed aside, states must learn from one another. The three ingredients for this positive outcome are observable experiments, time to learn, and favorable incentives and expertise among policymakers. Although these ingredients are sometimes plentiful, we also note causes for concern, such as when policies are complex or incompatible with current practices, when policymakers give in to underlying political biases, or when political institutions lack the capacity for cultivating expertise. Under such conditions, states may rely on competition, imitation, and coercion, rather than learning, which can allow bad policies, rather than good ones, to spread. We conclude with lessons for reformers and policymakers and an assessment of our overall argument based on state responses to the COVID-19 pa

Many processes in materials science and engineering, such as the load deformation behaviour of certain structures, exhibit nonlinear characteristics. The computer simulation of such processes therefore requires a deep understanding of both the theoretical aspects of nonlinearity and the associated computational techniques. This book provides a complete set of exercises and solutions in the field of theoretical and computational nonlinear continuum mechanics and is the perfect companion to Nonlinear Continuum Mechanics for Finite Element Analysis, where the authors set out the theoretical foundations of the subject. It employs notation consistent with the theory book and serves as a great resource to students, researchers and those in industry interested in gaining confidence by practising through examples. Instructors of the subject will also find the book indispensable in aiding student learning.

Deep in the woods, beneath the trees, the animals are gathering. It's time for Mrs Owl's Forest School. Join Mouse, Squirrel, Fox and Rabbit for a little forest school adventure.Out in the woods, they can learn about wildlife, try something new, get creative and - of course - make friends! And today they are learning how to have fun whatever the weather. This book has something for everyone, whether or not they attend a forest school. Embracing the Forest School focus on play and exploration - and written with an expert consultant - this series will have little ones itching to get outdoors and having adventures of their own.Seb Braun (illustrator of Spinderella by Julia Donaldson, Baby on Board and author-illustrator of Raj and the Best Day) creates charming, detailed scenes that perfectly blend together storytelling with non-fiction details. In his spare time, Seb volunteers as a Cubs and Squirrels leader (part of the Scouts movement), and his love and knowledge of the outdoors shines

Explore the science behind more than 200 questions about our planet.DK’s exciting new Earth encyclopedia answers children's biggest geography questions, covering volcanoes, earthquakes, oceans, and more!Did you know that the Earth’s largest waterfall is underwater, or that mountains grow? This fantastic children's book, ideal for ages 6-8, will help inquisitive minds find out the answers to all the questions they may have, and some they haven't thought of yet! Can you freeze in a desert? Can humans make it rain? Is there life on moss? Covering amazing landforms, deep-sea wonders, and awesome weather, Did you know? Earth helps children get a grip on the huge topic that is our planet. The book introduces important issues such as global warming and plastics in the ocean, alongside key geography topics so that children can learn all about how nature works, and discover what we can do to keep the Earth healthy. Get your children learning with this amazing Earth book, which is packed with fa

A heartwarming, educational picture book that allows parents to tell their kids how much they love them while also teaching them interesting facts about the world.';I love you.'';I love you more.'Almost every parent and child play this game of who loves who the most. Wall decorations say: ';I Love You More' and even movies have characters who join in with this debate. This book will help children understand once and for all how much they are lovedfrom hereto the sun and beyond.How much you love someone isn't easy to quantify, but I Love You to the Sun and Beyondis here to tell your children just how much you love them through more than twenty wonderful and wacky analogies. From python hugs to Nikola Tesla to the Mariana Trench, your little reader will learn all about the world and the amazing things in it while also learning the most important thing of all: how much you care.

Event structures are central in Linguistics and Artificial Intelligence research: people can easily refer to changes in the world, identify their participants, distinguish relevant information, and have expectations of what can happen next. Part of this process is based on mechanisms similar to narratives, which are at the heart of information sharing. But it remains difficult to automatically detect events or automatically construct stories from such event representations. This book explores how to handle today's massive news streams and provides multidimensional, multimodal, and distributed approaches, like automated deep learning, to capture events and narrative structures involved in a 'story'. This overview of the current state-of-the-art on event extraction, temporal and casual relations, and storyline extraction aims to establish a new multidisciplinary research community with a common terminology and research agenda. Graduate students and researchers in natural language process

Arguably the strongest addition to numerical finance of the past decade, Algorithmic Adjoint Differentiation (AAD) is the technology implemented in modern financial software to produce thousands of accurate risk sensitivities, within seconds, on light hardware.AAD recently became a centerpiece of modern financial systems, and a key skill for all quantitative analysts, developers, risk professionals or anyone involved with derivatives. It is increasingly taught in Masters programs in finance.Wiley's Computational Finance books, written by some of the very people who wrote Danske Bank's award-winning systems, offer a unique insight into the modern implementation of financial models. The volumes combine financial modelling, mathematics and programming to resolve real life financial problems and produce effective derivatives software.This volume is a complete, self-contained learning reference for AAD, and its application in finance. AAD is explained in deep detail throughout chapters that

In these six lectures given at the Norwegian Royal Academy of Science and Letters, Jan Qvigstad draws on his deep experience at Norges Bank to outline key principles on which to base central bank policy. The first two lectures (Keeping promises and Transparency) emphasize the importance of credibility and ensuring accountability. Lectures 3-6 can be viewed as applying these key principles to specific issues (Making good decisions; Managing wealth; Learning from history; and Institutions). The lectures do not break new ground - indeed, Qvigstad nicely illustrates how these principles have been articulated in literature, history and politics. Rather, the lectures emphasize the lessons to be drawn by applying these principles to central banking history with primary reference to the case of Norway, such as managing Norway's sovereign wealth fund and designing institutions that will produce good policy outcomes.

In many societies, histories of exclusion, racism and nationalist violence often create divisions so deep that finding a way to deal with the atrocities of the past seems nearly impossible. These societies face difficult practical questions about how to devise new state and civil society institutions that will respond to massive or systematic violations of human rights, recognize victims and prevent the recurrence of abuse. Identities in Transition: Challenges for Transitional Justice in Divided Societies brings together a rich group of international researchers and practitioners who, for the first time, examine transitional justice through an 'identity' lens. They tackle ways that transitional justice can act as a means of political learning across communities; foster citizenship, trust and recognition; and break down harmful myths and stereotypes, as steps toward meeting the difficult challenges for transitional justice in divided societies.

The field of brain stimulation is advancing at rapid pace with a growing number of techniques now approved for the treatment of psychiatric illness. This text acts both as a concise, quick reference for experienced practitioners and a guidebook for residents learning about clinical brain stimulation techniques. The techniques covered include: • Electroconvulsive therapy (ECT) • Deep brain stimulation (DBS) • Transcranial magnetic stimulation (TMS) • Vagus nerve stimulation (VNS) • Magnetic seizure therapy (MST) • Transcranial direct current stimulation (TDCS) All aspects of these treatments are covered, from patient selection, through the implementation of the technique, to patient aftercare. Potential future applications are discussed and select, up-to-date reference lists guide practitioners to the most important further reading around each technique. Portable, concise and easy to navigate, covering all the need-to-know information, Brain Stimulation in Psychiatry is essential r

In many societies, histories of exclusion, racism and nationalist violence often create divisions so deep that finding a way to deal with the atrocities of the past seems nearly impossible. These societies face difficult practical questions about how to devise new state and civil society institutions that will respond to massive or systematic violations of human rights, recognize victims and prevent the recurrence of abuse. Identities in Transition: Challenges for Transitional Justice in Divided Societies brings together a rich group of international researchers and practitioners who, for the first time, examine transitional justice through an 'identity' lens. They tackle ways that transitional justice can act as a means of political learning across communities; foster citizenship, trust and recognition; and break down harmful myths and stereotypes, as steps toward meeting the difficult challenges for transitional justice in divided societies.

How can the world's religious traditions debate within the public sphere? In this book, Nicholas Adams shows the importance of Habermas' approaches to this question. The full range of Habermas' work is considered, with detailed commentary on the more difficult texts. Adams energetically rebuts some of Habermas' arguments, particularly those which postulate the irrationality or stability of religious thought. Members of different religious traditions need to understand their own ethical positions as part of a process of development involving ongoing disagreements, rather than a stable unchanging morality. Public debate additionally requires learning each other's patterns of disagreement. Adams argues that rather than suspending their deep reasoning to facilitate debate, as Habermas suggests, religious traditions must make their reasoning public, and that 'scriptural reasoning' is a possible model for this. Habermas overestimates the stability of religious traditions. This book offers a

How can the world's religious traditions debate within the public sphere? In this book, Nicholas Adams shows the importance of Habermas' approaches to this question. The full range of Habermas' work is considered, with detailed commentary on the more difficult texts. Adams energetically rebuts some of Habermas' arguments, particularly those which postulate the irrationality or stability of religious thought. Members of different religious traditions need to understand their own ethical positions as part of a process of development involving ongoing disagreements, rather than a stable unchanging morality. Public debate additionally requires learning each other's patterns of disagreement. Adams argues that rather than suspending their deep reasoning to facilitate debate, as Habermas suggests, religious traditions must make their reasoning public, and that 'scriptural reasoning' is a possible model for this. Habermas overestimates the stability of religious traditions. This book offers a

For fans of FIVE FEET APART, this emotional and romantic YA offers an unflinching look at not only the realities of heart failure, but at memory, grief, guilt, and what it means to live--in spite of another, because of another, for another. For yourself. Sydney Wells should have died. She was supposed to die. She never expected, after years of waiting, to receive a heart transplant. Now, seventeen-year-old Sydney doesn't know what to do with her life. Her daily routine consisted of staying indoors, eating heart-healthy foods, and posting about her transplant list experiences on TheWaitingList with her long-distance BFF (and heart failure buddy) Chloe. Now, Sydney latches onto the one thing that gives her meaning: learning as much as she can about the person whose heart she inherited. After finding the family of her likely-donor, Mia, Sydney falls deep into her world--and may also be falling for Mia's best friend, Clayton. But Sydney isn't the only one hiding something. Mia's brother Ta

For fans of FIVE FEET APART, this emotional and romantic YA offers an unflinching look at not only the realities of heart failure, but at memory, grief, guilt, and what it means to live—in spite of another, because of another, for another. For yourself.Sydney Wells should have died. She was supposed to die.She never expected, after years of waiting, to receive a heart transplant. Now, seventeen-year-old Sydney doesn’t know what to do with her life. Her daily routine consisted of staying indoors, eating heart-healthy foods, and posting about her transplant list experiences on TheWaitingList with her long-distance BFF (and heart failure buddy) Chloe. Now, Sydney latches onto the one thing that gives her meaning: learning as much as she can about the person whose heart she inherited. After finding the family of her likely-donor, Mia, Sydney falls deep into her world—and may also be falling for Mia's best friend, Clayton. But Sydney isn’t the only one hiding something. Mia’s brother Tanner

Fans won't want to miss this original canon story set in the world of the Emmy® Award-winning Netflix animated series The Dragon Prince, with story by the creators of the series and of the New York Times bestselling Through the Moon (The Dragon Prince Graphic Novel #1).Learning magic is no easy thing, even for young Claudia. Despite a bit of help from a book of spells created by Kpp’Ar, her father’s former mentor, it’s all she can do to keep things from blowing up in her face—often with spectacularly messy results.But a spell book isn’t the only thing that Kpp’Ar left behind when he suddenly and mysteriously vanished. In his wake stands the Puzzle House, a bizarre tower full of magical traps, tricks, contraptions, and—what else—puzzles. Claudia is sure that the old mage left a gift for her and her brother, Soren, somewhere deep within its walls, and she is determined to find out exactly what it is. Can Claudia and Soren uncover all the mysteries hidden within the Puzzle House? Or will

The real world is perceived and broken down as data, models and algorithms in the eyes of physicists and engineers. Data is noisy by nature and classical statistical tools have so far been successful in dealing with relatively smaller levels of randomness. The recent emergence of Big Data and the required computing power to analyse them have rendered classical tools outdated and insufficient. Tools such as random matrix theory and the study of large sample covariance matrices can efficiently process these big data sets and help make sense of modern, deep learning algorithms. Presenting an introductory calculus course for random matrices, the book focusses on modern concepts in matrix theory, generalising the standard concept of probabilistic independence to non-commuting random variables. Concretely worked out examples and applications to financial engineering and portfolio construction make this unique book an essential tool for physicists, engineers, data analysts, and economists.

Written by leading authorities in database and Web technologies, this book is essential reading for students and practitioners alike. The popularity of the Web and Internet commerce provides many extremely large datasets from which information can be gleaned by data mining. This book focuses on practical algorithms that have been used to solve key problems in data mining and can be applied successfully to even the largest datasets. It begins with a discussion of the MapReduce framework, an important tool for parallelizing algorithms automatically. The authors explain the tricks of locality-sensitive hashing and stream-processing algorithms for mining data that arrives too fast for exhaustive processing. Other chapters cover the PageRank idea and related tricks for organizing the Web, the problems of finding frequent itemsets, and clustering. This third edition includes new and extended coverage on decision trees, deep learning, and mining social-network graphs.

The Third Edition of this popular and engaging text consolidates the interdisciplinary streams of cognitive science to present a unified narrative of cognitive science as a discipline in its own right. It teaches students to apply the techniques and theories of the cognitive scientist's 'toolkit' - the vast range of methods and tools that cognitive scientists use to study the mind. Thematically organized, Cognitive Science underscores the problems and solutions of cognitive science rather than more narrowly examining individually the subjects that contribute to it - psychology, neuroscience, linguistics, and so on. The generous use of examples, illustrations, and applications demonstrates how theory is applied to unlock the mysteries of the human mind. Drawing upon cutting-edge research, the text has been substantially revised, with new material on Bayesian approaches to the mind and on deep learning. An extensive on-line set of resources is available to aid instructors and students al

The Third Edition of this popular and engaging text consolidates the interdisciplinary streams of cognitive science to present a unified narrative of cognitive science as a discipline in its own right. It teaches students to apply the techniques and theories of the cognitive scientist's 'toolkit' - the vast range of methods and tools that cognitive scientists use to study the mind. Thematically organized, Cognitive Science underscores the problems and solutions of cognitive science rather than more narrowly examining individually the subjects that contribute to it - psychology, neuroscience, linguistics, and so on. The generous use of examples, illustrations, and applications demonstrates how theory is applied to unlock the mysteries of the human mind. Drawing upon cutting-edge research, the text has been substantially revised, with new material on Bayesian approaches to the mind and on deep learning. An extensive on-line set of resources is available to aid instructors and students al

The Cambridge Handbook of the Psychology of Prejudice: Concise Student Edition aims to answer the questions: why is prejudice so persistent? How does it affect people exposed to it? And what can we do about it? With cutting-edge research from top scholars in the field, the chapters present an overview of psychological models of prejudice and investigate key domains such as racism, sexism, and the criminal justice system. This student edition of the award-winning Handbook includes new pedagogical features such as learning objectives, core terms and definitions, summary points, discussion questions, recommended reading, and an instructor's test bank. It also features a new conclusion chapter that analyzes eight hard problems currently faced by researchers and activists, thus engaging students in deep, forward-thinking discussion. Developed specifically for use in Psychology of Prejudice courses at the undergraduate and graduate levels, the Concise Student Edition is an essential teaching

The Cambridge Handbook of the Psychology of Prejudice: Concise Student Edition aims to answer the questions: why is prejudice so persistent? How does it affect people exposed to it? And what can we do about it? With cutting-edge research from top scholars in the field, the chapters present an overview of psychological models of prejudice and investigate key domains such as racism, sexism, and the criminal justice system. This student edition of the award-winning Handbook includes new pedagogical features such as learning objectives, core terms and definitions, summary points, discussion questions, recommended reading, and an instructor's test bank. It also features a new conclusion chapter that analyzes eight hard problems currently faced by researchers and activists, thus engaging students in deep, forward-thinking discussion. Developed specifically for use in Psychology of Prejudice courses at the undergraduate and graduate levels, the Concise Student Edition is an essential teaching

深度學習 最佳入門邁向AI專題實戰 ★★★★★【深度學習】★★★★★ ☆☆☆☆☆【理論】+【實作】☆☆☆☆☆ 這是目前市面上講解【深度學習(Deep Learning)】從基礎到應用最完整的書籍，從基礎數學與統計開始，將演算法的原理解釋得更簡易清晰，協助讀者跨入 AI 的門檻，為避免流於空談，盡量增加應用範例，希望能達到即學即用。多位試閱本書內容的專家與學者全部皆給【五顆星】滿分評價。 整本書採用【最新版TensorFlow】+【大量圖片輔助】，+ 【完整理論解說】+【Python程式實作】以原理與實作，講解下列最熱門的AI主題。 ☆【神經網路(NN)】 ☆【卷積神經網路(CNN)】 ☆【物件偵測(YOLO)】 ☆【光學文字辨識(OCR)】 ☆【車牌辨識(ANPR)】 ☆【人臉辨識】 ☆【生成對抗網路 (GAN)】 ☆【深度偽造 (DeepFake)】 ☆【自然語言處理(NLP)】 ☆【聊天機器人(ChatBot)】 ☆【語音辨識(ASR)】 ☆【強化學習(RL)】 讀者只要遵循本書步驟學習相信必可以徹底認識人工智慧、機器學習與深度學習觀念，邁向浩瀚領域。

Enter the high-stakes world of the 1940s and relive the thrill of a medical breakthrough alongside Alexander Fleming and his team as they discover a way to save millions of lives. This is the story of penicillin, humanity’s greatest shield against infection - and the brilliant minds who made it happen.Learn all about one of the greatest moments in the history of medicine in this exciting, fast-paced narrative, from the discovery of a ‘miracle mould’ in a messy lab to the life-and-death race against the clock of World War II.Join the team of scientists and discover:*An exciting, action-packed narrative with historical accuracy that allows readers to deep-dive into how this life-saving antibiotic was developed.*Atmospheric illustrations that give a moody graphic novel vibe, perfect for keeping kids aged 9-12 engaged.*Accessible STEM learning through light-touch diagrams and microbiology explanations that reveal how the medicine was made possible.The perfect gift for young scientists, Pro