Supervised Learning With Complex-valued Neural Networks

Learn, understand, and implement deep neural networks in a math- and programming-friendly approach using Keras and Python. The book focuses on an end-to-end approach to developing supervised learning

This book is devoted to some mathematical methods that arise in two domains of artificial intelligence: neural networks and qualitative physics. Professor Aubin makes use of control and viability theory in neural networks and cognitive systems, regarded as dynamical systems controlled by synaptic matrices, and set-valued analysis that plays a natural and crucial role in qualitative analysis and simulation. This allows many examples of neural networks to be presented in a unified way. In addition, several results on the control of linear and nonlinear systems are used to obtain a 'learning algorithm' of pattern classification problems, such as the back-propagation formula, as well as learning algorithms of feedback regulation laws of solutions to control systems subject to state constraints. This book will be of value to anyone with an interest in neural networks and cognitive systems.

Get started with MATLAB for deep learning and AI with this in-depth primer. In this book, you start with machine learning fundamentals, then move on to neural networks, deep learning, and then convolu

Neural networks have been a mainstay of artificial intelligence since its earliest days. Now, exciting new technologies such as deep learning and convolution are taking neural networks in bold new dir

This book describes theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Research on pattern classification with binary-output networks is surveyed, including a discussion of the relevance of the Vapnik–Chervonenkis dimension, and calculating estimates of the dimension for several neural network models. A model of classification by real-output networks is developed, and the usefulness of classification with a 'large margin' is demonstrated. The authors explain the role of scale-sensitive versions of the Vapnik–Chervonenkis dimension in large margin classification, and in real prediction. They also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient constructive learning algorithms. The book is self-contained and is intended to be accessible to researchers and gradua

Modern statistical methods allow the analyst to fit and assess models as well as to undertake supervised or unsupervised learning to extract information. Contemporary data science requires tight integ

Discover the concepts of deep learning used for natural language processing (NLP), with full-fledged examples of neural network models such as recurrent neural networks, long short-term memory ne

Neural Networks: Computational Models and Applications presents important theoretical and practical issues in neural networks, including the learning algorithms of feed-forward neural networks, variou

Finally! Deep Neural Networks Simplified with PythonDeep Learning Step by Step with Python takes you on a gentle, fun and unhurried journey to building your own deep neural network models in Python. U

Learning to recognize sight words makes reading more complex words easier for students. With daily practice throughout the school year, students can learn more than 100 high-frequency words and have f

Learning to recognize sight words makes reading more complex words easier for students. With daily practice throughout the school year, students can learnmore than 100 high-frequency words and have fu

Deep Learning Neural Networks is the fastest growing field in machine learning. It serves as a powerful computational tool for solving prediction, decision, diagnosis, detection and decision problems

Fuzzy Neural Networks for Real Time Control Applications: Concepts, Modeling and Algorithms for Fast Learning provides readers with a comprehensive understanding of a process that is increasingly bein

Neural Networks for Control brings together examples of all the most important paradigms for the application of neural networks to robotics and control. Primarily concerned with engineering problems a

Count to ten and race to launch your rocket first with this interactive learning game from Scholastic Early Learners! An innovative, math-focused learning game complete with QR-code guidance. Provides

Despite their apparently divergent accounts of higher cognition, cognitive theories based on neural computation and those employing symbolic computation can in fact strengthen one another. To substantiate this controversial claim, this landmark work develops in depth a cognitive architecture based in neural computation but supporting formally explicit higher-level symbolic descriptions, including new grammar formalisms.Detailed studies in both phonology and syntax provide arguments that these grammatical theories and their neural network realizations enable deeper explanations of early acquisition, processing difficulty, cross-linguistic typology, and the possibility of genomically encoding universal principles of grammar. Foundational questions concerning the explanatory status of symbols for central problems such as the unbounded productivity of higher cognition are also given proper treatment.The work is made accessible to scholars in different fields of cognitive science through tu

A gentle journey through the mathematics of neural networks, and making your own using the Python computer language. Neural networks are a key element of deep learning and artificial intelligence, whi

This book presents the important properties of neural networks—while keeping mathematics to a minimum. Explaining how to build neural networks and use them, the book presents complicated information a

In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in whi

Core Insight：Cross-Domain Data Collaboration: Unlocking Chip PotentialEliminating the "efficiency gap" caused by knowledge silos is the starting point for industry potential. Data doesn't lie; Data Science provides the solution: Through innovation and cross-domain restructuring, we visualize results to become the critical accelerator for boosting efficiency.GenAI Reshaping the Future of SemiconductorsFacing the immense challenge of the slowing pace of Moore's Law, the semiconductor industry urgently requires new breakthroughs. This book is specifically designed to solve the "Efficiency Black Hole" that consumes tens of billions of dollars annually in the industry.The Empowering DTCO Innovation with AI and Machine Learning offers readers a practical DTCO.ML Framework, demonstrating how to leverage Machine Learning (ML) and Generative AI (GenAI) technologies to inject new acceleration into chip manufacturing processes. Learn to master process variability and optimize chip energy efficien

Learn all the essential facts about our solar system and beyond in this illustrated, interactive, and educational activity book for kids. How old is the universe? How was the Earth formed? What lies beyond our solar system? Active Learning: Stars & Planets covers all these questions and more! Children will have fun learning through doing, with dozens of different activity types to fully engage with and explore the stars and planets in outer space. Kids aged 8-12 will be occupied for hours as they pore over the information-packed pages in this space activity book and tackle the wide range of puzzles - including mazes and tangles, code-breakers, matching games, anagrams, word searches, logic games, classification and identification games, quizzes, sudoku, odd one out, drawing, and colouring.This exciting stars and planets activity book for children includes: - Detailed, high-quality illustrations and photography alongside informative text to engage children aged 8-12 with learning. -

Support students by helping them identify and practice positive behaviors and develop empathy with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors, develop self-love, and learn empathy through:Real-world scenariosMindfulness activitiesCommunication activitiesCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for

Support students by helping them identify and practice positive behaviors and develop empathy with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors, develop self-love, and learn empathy through:Real-world scenariosMindfulness activitiesCommunication activitiesCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for

Support students by helping them identify and practice positive behaviors and develop empathy with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors, develop self-love, and learn empathy through:Real-world scenariosMindfulness activitiesCommunication activitiesCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for

Support students by helping them identify and practice positive behaviors with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors and self-image through:Hypothetical scenariosCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for whole-class instruction or small groups, or completed individually at home. The nine un

Learn and play with Dr. Seuss in this ultimate Preschool workbook, with over 300 curriculum-based activities ranging from letters, numbers, social emotional learning, to science!This multi-subject, cu

夏天的漂鳥，到我窗前來唱歌，又飛去了。秋天的黃葉，沒有歌唱，只嘆息一聲，飄落在那裡。──《漂鳥集》‧1Stray birds of summer come to my window to sing and fly away.And yellow leaves of autumn, which have no songs, flutter and fall there with a sigh.—St

This fun box set is filled with nine sturdy, fun, educational board books that support children's early learning. Topics include Animals, Letters and Counting, Things that Go, Colors and Shapes, and m

Perfect for revising Spanish Grammar offering a clear and easy-to-understand guide to the verbs and grammar of Spanish with hundreds of practical exercises. Designed for all those learning Spanish at

INTRODUCTIONSelf-Access Language Learning (SALL) has played a prominent part in language education in universities. Its role is to foster autonomous learning among students. With the wide-spread imple

If a child lives with friendliness, he learns that the world is a nice place in which to live. 如果孩子生活在友善的環境中，他學會以正向積極的態度去面對周遭的世界。 &nbs

This new book brings together leading terrorism scholars and defence professionals to discuss the impact of networks on conflict and war.Post-modern terrorism and topics of global insurgency are also

This book proposes a novel neural architecture, tree-based convolutional neural networks (TBCNNs),for processing tree-structured data. TBCNNsare related to existing convolutional neural networks (CNNs

This book provides frequently studied and used machines together with soft computing methods such as evolutionary computation. The main topics of the machine learning cover Artificial Neural Networks

This book deals with new theoretical results for studying Cellular Neural Networks (CNNs) concerning its dynamical behavior. New aspects of CNNs' applications are developed for modelling of some famou

Artificial neural networks provide a powerful tool to help doctors analyse, model and make sense of complex clinical data across a broad range of medical applications. Their potential in clinical medicine is reflected in the diversity of topics covered in this volume. In addition to looking at applications the book looks forward to exciting future prospects. A section on theory looks at approaches to validate and refine the results generated by artificial neural networks. The volume also recognizes that concerns exist about the use of 'black-box' systems as decision aids in medicine, and the final chapter considers the ethical and legal conundrums arising out of their use for diagnostic or treatment decisions. Taken together, this eclectic collection of chapters provides an exciting overview of harnessing the power of artificial neural networks in the investigation and treatment of disease.

These contributions converge on an intersection of three historically distinct areas of learning research: computational learning theory, neural networks, and symbolic machine learning. Bridging theor

Find out all about Susan B. Anthony, the American women's rights activist and social reformer, and the pivotal role she played in the women's suffrage movement in the United States.Aligned with The Science of Reading, Common Core Standards, and key U.S. curricula, this book is the perfect support in learning all about Susan B Anthony and her impact on U.S. history. Part of the immersive new DK Super History series, this informative and inclusive book offers young learners the full picture about a key figure in history. It takes a 360-degree look at the life and work of Susan B. Anthony, exploring her background and key people in her life, her role in important events, and the influence they had on history. The main narrative is supported by different perspectives, primary and secondary sources, infographics, and an engaging graphic novel style story. With specially designed spreads that build skills in historical inquiry and interpretation and make complex events accessible to children

Take your self-study English language learning a step further with the third book in the easy-to-use, visual learning series.English for Everyone Level 3 Intermediate Course Book introduces topics such as telling a story, describing new experiences, relationships, and problem solving. The step-by-step teaching methods are clear and engaging, making the English language easy to learn by yourself. Key language skills, grammar rules, and vocabulary are explained alongside colorful illustrations to help you put new language into context. Listening, speaking, reading, and writing exercises are set in bite-sized modules, allowing you to learn at your own pace.Free audio is available online to support your language learning, featuring native English speakers. The audio examples help you to build experience of spoken English and give you the chance to perfect your pronunciation.English for Everyone is aligned to the CEFR, the international standard for language learning, and ideal for preparat

★美國總統國家與社會貢獻獎金獎得主★ 韓秀　傾情鉅獻 從一畫成名驚天下，到窮愁潦倒無人問 他是時代的孤勇者，更是西方藝術史的先行者 林布蘭（Rembrandt, 1606-1669）生於荷蘭萊登，以色彩鮮明的版畫與精湛的銅版蝕刻技術聞名於世，為巴洛克時期最具代表性的藝術家之一。早期善於以「明暗對照法」繪製栩栩如生的肖像，例如《杜爾普教授的解剖課》，他也因此畫一舉成為當時阿姆斯特丹最富有的人之一。 但好景不長，因為受妻兒接連過世的打擊，1640年之後，林布蘭的畫筆不再濃墨重彩，他的畫布變得灰暗，人物形象追求自然、更加忠於原貌──但這樣的轉變卻也讓他從此跌落畫壇。 荷蘭的風帆正在黃金時代的浪潮中駛向全世界，林布蘭的人生卻陷入了暗無星月的夜晚。因為不符合審美潮流，幾乎沒有人再肯委託他作畫，財務狀況每下愈況；到了人生的終章，林布蘭甚至必須割愛珍貴的異國收藏、不斷遷居，過世時幾乎可說是身無分文、窮愁潦倒…… ═════ 林布蘭畫布下的故事 ═════ ♦《夜巡》（The Night Watch） ──世界三大油畫之一，為何當年會被裁剪、焚毀、謾罵百年？ ♦《猶太新娘》（The Jewish Bride） ──讓梵谷為之瘋狂的詩意之作，訴說林布蘭一生最重要的女人 ♦《杜爾普教授的解剖課》（The Anatomy Lesson of Dr. Nicolaes Tulp） ──杜爾普教授是誰？一窺十七世紀荷蘭的醫學片段 ♦《克勞迪‧基維里斯密謀起義》（The Conspiracy of the Batavians under Claudius Civilis） ──只餘下草圖的偉大畫作，究竟是得罪了何人？ ♦《雅各與天使角鬥》（Jacob Wrestling with the Ange） ──無比經典的聖經故事，也是林布蘭一生心志的寫照…… 「我的身心為之一震，彷彿有一塊巧奪天工的色彩撲面而來。」 「當沉溺於心中的夢想時，他失去了一切，但同時，他也得到了一切。」 「終其一生他都生活在一個虛幻的世界中，這個世界有著無限的美麗和完滿，以至於世人只能聳聳肩，帶著惡意與嫉妒的嗤笑，不予理睬