Deep Learning with Python

The synergy between Artificial Intelligence (AI) and the Internet of Things (IoT) is shaping the future of technology and opening a world of unprecedented possibilities. Artificial Intelligence of Things (AIoT): Current and Future Trends brings together researchers and developers from a wide range of domains to share with readers their ideas about how to implement technical advances, application areas for intelligent systems, and development of new services and smart devices connected to the Internet through a variety of wireless technologies. Parallel to this, new capabilities such as pervasive sensing, multimedia sensing, machine learning, deep learning, and computing power are opening the way to new domains, services, and business models beyond the traditional mobile Internet. These new areas in turn come with various requirements in terms of reliability, quality of service, and energy efficiency. In Artificial Intelligence of Things readers learn about the challenges and requiremen

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

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

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.

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

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 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

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

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

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 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

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

This full-color book will inspire you to start solving problems and creating cloud-based applications and games fast, even if you've never done it before. Not just friendly and easy, it's the first cloud development beginner's guide that puts you in control of your own learning, and empowers you to build unique programs to solve problems you care about. Microsoft and author Rob Miles have reinvented the introductory programmer's tutorial, reflecting deep research into how today's newcomers learn, and why other books fall short. This guide is packed with innovations, including its "Snaps" library of pre-built operations that are easy to combine your own unique programs, Cookie Cutter templates give you a flying start, and "Make Something Happen" projects help you build skills by creating your own programs. All example code is provided as a GitHub repository, and Miles's step by step instructions are replicated as screencast videos, hosted on YouTube and linked from the book's website. A

From the bestselling author of The Spellshop comes the mesmerizing second book in the Queens of Renthia epic fantasy trilogy of malevolent nature spirits, a young queen learning as she goes, a mother with unwanted powers, an unsettled kingdom, and family found along the way—available in trade paperback for the first time.Not long ago, Daleina used her strength and skill to prevent the elemental spirits of wood, earth, water, air, fire, and ice from exterminating the human race and assumed the responsibility as Queen of keeping the peace and protected the humans of her land. But now for all her power, if she leaves the world before a new heir is ready, the spirits that inhabit her beloved realm will run wild, destroying her cities and slaughtering her people.Naelin is one such potential heir, but she couldn’t be further removed from the Queen—and she wouldn’t have it any other way. Her world is her two children, her husband, and the remote village tucked deep in the forest that is her h

美人魚公主 Emerald 在暴風雨後發現一顆閃亮的蛋，竟孵出一隻可愛的小海龍。當小海龍跟著她回到皇宮時，大家都被牠迷住了，但 Emerald 知道牠一定在尋找自己的家人。於是她和朋友與媽媽一起展開海底冒險，幫助小海龍找到真正的家，展開一段溫暖又奇幻的海洋旅程。In this story, Emerald meets a cute baby sea dragon. She knows she must help the little sea dragon find its mother, but where to look?The most rebellious princess under the sea.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

特色1. 數據處理和數據分析並重。針對金融大數據結構複雜、數據源和格式變換大的特點，充分講述SAS軟件DATA步強大的數據處理功能，強化金融數據處理內容。2. 將SAS數據分析能力強和R和Python靈巧和業界流行的特點相結合，建立融合SAS和R及Python的數據處理和分析教材構架，進行教學大綱、授課教案到教材、案例集和習題集等課程要件建設。3. 以《金融計量經濟學》為知識依托，以海通證券金融工程部、天風證券金融工程部、等有名券商量化金融策略為具體案例內容，以權益（股票）市場和債券（固定收益）市場為主要應用領域，以日數據（daily data）為主、高頻日內數據（intraday data）為輔，建立從數據搜集到數據清理、從投資組合到交易策略和算法交易等金融量化方法的教學案例。創新點1. 填補國內教材空白。作為一款權威的數據處理和統計分析軟件，多年來SAS在國內（尤其是銀行系統）得到了廣泛應用。已出版的教材多以操作和數據處理編程為主，針對金融數據處理和分析的書籍並不多見，尤其講解金融數據分析的SAS過程步（Proc step）的教材難以見到。本教材擬對分析金融時間序列的SAS過程進行詳細和全面的介紹，充分揭示SAS在處理和分析金融時間序列數據上的優勢，填補國內教材空白。2.SAS Viya平臺介紹和R、Python的軟件融合。SAS Viya 2016年推出以來，得到了很快的發展，出現了基於SAS Viya 云分析服務CAS的很多應用，國內一些金融機構也採用了SAS Viya構建自己的數據分析平臺。但國內介紹SAS Viya的書很少，沒有發現介紹利用SAS Viya中的ACTION進行金融數據分析的書籍。對SAS Viya的介紹以及利用SAS Viya中的Econometrics8.4 ACTION、Visal Statistical Analysis ACTION、Deep Learning ACTION等進行金融數據處理和分析的內容，是本教材的創新之處。

本書以自上而下和自下而上的方法來展示針對不同領域實際問題的深度學習解決方案，包括圖像識別、自然語言處理、時間序列預測和機器人操縱等。還討論了採用諸如TensorFlow、PyTorch、Keras和CNTK等流行的深度學習開源框架用於實際問題的解決方案及其優缺點。本書內容包括：用於深度學習的編程環境、GPU計算和雲端解決方案；前饋神經網絡與卷積神經網絡；循環與遞歸神經網絡；強化學習與生成對抗網絡；

建立智慧系統的概念、工具與技術“這是一本卓越的機器學習資源，有清楚、直觀的解說，以及大量實用技巧。”—François CholletKeras作者，《Deep Learning with Python》作者“這本書詳細介紹以神經網路解決問題的理論與做法；建議想要實際運用ML的人都要看這本書。”—Pete WardenTensorFlow行動主管深度學習經歷了一系列的突破之後，已經大幅推動了整個機

【我們正在親手毀掉下一代的腦袋嗎？】Amazon 教育類冠軍書、哈佛神經科學家最沉痛的警告。為什麼給孩子最好的平板、最新的 AI 軟體，他們的學力與專注力卻持續崩盤？我們被告知「科技即進步」，但數據顯示：這是一場巨大的數位錯覺。哈佛神經科學家 Jared Cooney Horvath 博士，透過數十年的腦科學研究，揭穿 EdTech（教育科技）的神話：❌ 多媒體教學不等於學習：大腦在螢幕前更傾向於「快速瀏覽」，而非「深度思考」。❌ 數位工具的「培訓輪」效應：軟體讓孩子看起來學得很快，但一旦拿掉科技，他們連基本的邏輯與記憶都無法建立。❌ AI 的陷阱：一個不需要思考就能得到答案的環境，正在弱化人類大腦最核心的競爭力。這不是一本反對科技的書，而是一本「支持學習」的戰鬥手冊！Horvath 博士將告訴你，如何透過「人類的連結」重建教室的溫度，並為你的孩子打造一個足以應對 AI 時代的強健大腦。➤如果您是家長：請翻開這本書，了解如何守護孩子的注意力。➤如果您是老師：這本書將告訴您，為什麼您比任何軟體都更無可取代。別讓數位科技，成為孩子思維退化的推手。《The Digital Delusion》——現在就奪回教育的自主權！Our children are struggling.Schools, once alive with deep learning born of human connection, are now dominated by screens. The result is unmistakable: falling performance, fractured attention, and the slow erosion of rigorous thought.We were told that classroom technology was progress. It wasn't. In THE DIGITAL DELUSION, neuroscientist and educator Dr. Jared Cooney Horvath reveals why digital tools in school consistently undermine learning -- and what parents, teachers, and schools

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

Get up to speed with the deep learning concepts of Pytorch using a problem-solution approach. Starting with an introduction to PyTorch, you'll get familiarized with tensors, a type of data structure u

Child's Play continues its reputation for high quality, 3D engineering with another innovative approach to play and learning. Discover the deep ocean jungle as you unravel this fascinating pop-up book