Download or read book Automated Design of Machine Learning and Search Algorithms written by Nelishia Pillay and published by Springer Nature. This book was released on 2021-07-28 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent advances in automated machine learning (AutoML) and automated algorithm design and indicates the future directions in this fast-developing area. Methods have been developed to automate the design of neural networks, heuristics and metaheuristics using techniques such as metaheuristics, statistical techniques, machine learning and hyper-heuristics. The book first defines the field of automated design, distinguishing it from the similar but different topics of automated algorithm configuration and automated algorithm selection. The chapters report on the current state of the art by experts in the field and include reviews of AutoML and automated design of search, theoretical analyses of automated algorithm design, automated design of control software for robot swarms, and overfitting as a benchmark and design tool. Also covered are automated generation of constructive and perturbative low-level heuristics, selection hyper-heuristics for automated design, automated design of deep-learning approaches using hyper-heuristics, genetic programming hyper-heuristics with transfer knowledge and automated design of classification algorithms. The book concludes by examining future research directions of this rapidly evolving field. The information presented here will especially interest researchers and practitioners in the fields of artificial intelligence, computational intelligence, evolutionary computation and optimisation.

Download or read book Deep Learning Algorithms and Applications written by Witold Pedrycz and published by Springer. This book was released on 2019-11-04 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a wealth of deep-learning algorithms and demonstrates their design process. It also highlights the need for a prudent alignment with the essential characteristics of the nature of learning encountered in the practical problems being tackled. Intended for readers interested in acquiring practical knowledge of analysis, design, and deployment of deep learning solutions to real-world problems, it covers a wide range of the paradigm’s algorithms and their applications in diverse areas including imaging, seismic tomography, smart grids, surveillance and security, and health care, among others. Featuring systematic and comprehensive discussions on the development processes, their evaluation, and relevance, the book offers insights into fundamental design strategies for algorithms of deep learning.

Download or read book Reinforcement Learning Algorithms Analysis and Applications written by Boris Belousov and published by Springer Nature. This book was released on 2021-01-02 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews research developments in diverse areas of reinforcement learning such as model-free actor-critic methods, model-based learning and control, information geometry of policy searches, reward design, and exploration in biology and the behavioral sciences. Special emphasis is placed on advanced ideas, algorithms, methods, and applications. The contributed papers gathered here grew out of a lecture course on reinforcement learning held by Prof. Jan Peters in the winter semester 2018/2019 at Technische Universität Darmstadt. The book is intended for reinforcement learning students and researchers with a firm grasp of linear algebra, statistics, and optimization. Nevertheless, all key concepts are introduced in each chapter, making the content self-contained and accessible to a broader audience.

Download or read book Algorithms Part II written by Robert Sedgewick and published by Addison-Wesley Professional. This book was released on 2014-02-01 with total page 973 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is Part II of the fourth edition of Robert Sedgewick and Kevin Wayne’s Algorithms, the leading textbook on algorithms today, widely used in colleges and universities worldwide. Part II contains Chapters 4 through 6 of the book. The fourth edition of Algorithms surveys the most important computer algorithms currently in use and provides a full treatment of data structures and algorithms for sorting, searching, graph processing, and string processing -- including fifty algorithms every programmer should know. In this edition, new Java implementations are written in an accessible modular programming style, where all of the code is exposed to the reader and ready to use. The algorithms in this book represent a body of knowledge developed over the last 50 years that has become indispensable, not just for professional programmers and computer science students but for any student with interests in science, mathematics, and engineering, not to mention students who use computation in the liberal arts. The companion web site, algs4.cs.princeton.edu contains An online synopsis Full Java implementations Test data Exercises and answers Dynamic visualizations Lecture slides Programming assignments with checklists Links to related material The MOOC related to this book is accessible via the "Online Course" link at algs4.cs.princeton.edu. The course offers more than 100 video lecture segments that are integrated with the text, extensive online assessments, and the large-scale discussion forums that have proven so valuable. Offered each fall and spring, this course regularly attracts tens of thousands of registrants. Robert Sedgewick and Kevin Wayne are developing a modern approach to disseminating knowledge that fully embraces technology, enabling people all around the world to discover new ways of learning and teaching. By integrating their textbook, online content, and MOOC, all at the state of the art, they have built a unique resource that greatly expands the breadth and depth of the educational experience.

Download or read book Instructional design Theories and Models An overview of their current status written by Charles M. Reigeluth and published by Psychology Press. This book was released on 1983 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: First Published in 1983. Routledge is an imprint of Taylor & Francis, an informa company.

Download or read book Instructional Design Theories and Models written by Charles M. Reigeluth and published by Routledge. This book was released on 1983-11-01 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: Instructional Design Theories and Models is a thorough yet concise overview of eight of the most comprehensive and best-known attempts to integrate knowledge about effective and appealing instruction. Chapters were written by the original theorists to provide a more accurate and behind-the-scenes look at the theories' development. Instructional Des

Download or read book Designing Instructional Systems written by A J Romiszowski and published by Routledge. This book was released on 2016-01-08 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book deals with large-scale or macro-level instructional design, which is referred to by other authors variously as curriculum development, course design, training system design or instructional systems design. The emphasis throughout the book is on the application of a systems approach, which implies both a way of thinking about the problem and a methodology for seeking and developing solutions. Thus the approach of the book is problem-oriented. The successful problem-solver requires more than a technique or procedure. He requires experience of similar problems, some general principles that he can apply to the class of problems and a great deal of creativity to develop an optimal method of solving each problem. This book brings together the theories and practical experience that have been built up by instructional technologists over the last two decades, the techniques that are currently most used for the analysis of problems in education and for their solution, and a range of new ideas specially developed by the author to encourage the creative element (so often missing from educational materials). This book is intended for anyone involved in instructional design. It is designed on a ‘grid’ structure to facilitate the reader’s choice of chapters. Those who wish to gain a general overview may concentrate on the chapters at the theory base and analysis levels. Those more practically concerned with course design will find much of use in the synthesis and evaluation levels. Those who wish simply to discover ‘what’s new’ in this book and its treatment of instructional design will find what they are seeking principally in the analysis and evaluation levels.

Download or read book Innovative Instructional Design Methods and Tools for Improved Teaching written by Khaldi, Mohamed and published by IGI Global. This book was released on 2024-02-14 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the complex field of academic scholarship, educators and scholars often encounter the challenge of designing effective learning scenarios that align with various educational objectives. The process involves meticulous planning, consideration of diverse pedagogical approaches, and adapting strategies to different circumstances and situations. The need for innovative solutions in pedagogy has never been more pressing, with topics ranging from instructional design to emerging techno pedagogical practices demanding attention. Academic scholars are yearning for a comprehensive guide that not only dissects the intricacies of these challenges but also offers transformative solutions to navigate the evolving landscape of education. Innovative Instructional Design Methods and Tools for Improved Teaching is a groundbreaking book meticulously crafted to address the pressing issues faced by academic scholars today. This book transcends the conventional boundaries of educational discourse, offering a roadmap for designing learning activities beyond routine exercises. It unveils a comprehensive approach, integrating pedagogical strategies and innovative teaching practices, providing educators with the tools they need to revolutionize their approach to instruction. This book is a solution to the challenges educators face in the contemporary academic landscape, providing a transformative guide for those seeking to excel in the dynamic field of pedagogy.

Download or read book Machine Learning Algorithms for Problem Solving in Computational Applications Intelligent Techniques written by Kulkarni, Siddhivinayak and published by IGI Global. This book was released on 2012-06-30 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning is an emerging area of computer science that deals with the design and development of new algorithms based on various types of data. Machine Learning Algorithms for Problem Solving in Computational Applications: Intelligent Techniques addresses the complex realm of machine learning and its applications for solving various real-world problems in a variety of disciplines, such as manufacturing, business, information retrieval, and security. This premier reference source is essential for professors, researchers, and students in artificial intelligence as well as computer science and engineering.

Download or read book The Impact and Importance of Instructional Design in the Educational Landscape written by Calhoun, Christie F. and published by IGI Global. This book was released on 2023-08-25 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: Instructional design is pivotal to the landscape of education. Shifts in the educational landscape require different approaches to meet different needs. While it is important to realize that education in modern society looks much different than decades ago, it is essential to understand that the basic components of instructional design have not changed. No matter the classroom, all learning must begin with clear goals and objectives, learning activities, and assessments. From there, instruction is designed using a number of models or instructional designs as a foundation to develop learning. The Impact and Importance of Instructional Design in the Educational Landscape provides relevant theoretical instructional design models and the latest research findings related to these models. Covering topics such as co-teaching, lesson planning and delivery, and universal design for learning (UDL), this premier reference source is an excellent resource for pre-service and in-service teachers, teacher educators, instructional technology professionals, library media specialists, educational administrators, instructional leaders, researchers, and academicians.

Download or read book Understanding Machine Learning written by Shai Shalev-Shwartz and published by Cambridge University Press. This book was released on 2014-05-19 with total page 415 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying their usage.

Download or read book Algorithms of Education written by Kalervo N. Gulson and published by U of Minnesota Press. This book was released on 2022-05-17 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: A critique of what lies behind the use of data in contemporary education policy While the science fiction tales of artificial intelligence eclipsing humanity are still very much fantasies, in Algorithms of Education the authors tell real stories of how algorithms and machines are transforming education governance, providing a fascinating discussion and critique of data and its role in education policy. Algorithms of Education explores how, for policy makers, today’s ever-growing amount of data creates the illusion of greater control over the educational futures of students and the work of school leaders and teachers. In fact, the increased datafication of education, the authors argue, offers less and less control, as algorithms and artificial intelligence further abstract the educational experience and distance policy makers from teaching and learning. Focusing on the changing conditions for education policy and governance, Algorithms of Education proposes that schools and governments are increasingly turning to “synthetic governance”—a governance where what is human and machine becomes less clear—as a strategy for optimizing education. Exploring case studies of data infrastructures, facial recognition, and the growing use of data science in education, Algorithms of Education draws on a wide variety of fields—from critical theory and media studies to science and technology studies and education policy studies—mapping the political and methodological directions for engaging with datafication and artificial intelligence in education governance. According to the authors, we must go beyond the debates that separate humans and machines in order to develop new strategies for, and a new politics of, education.

Download or read book Instructional Design written by Patricia L. Smith and published by John Wiley & Sons. This book was released on 2004-12-07 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Basic principles and practical strategies to promote learning in any setting! From K-12 to corporate training settings––the Third Edition of Patricia Smith and Tillman Ragan’s thorough, research-based text equips you with the solid foundation you need to design instruction and environments that really facilitate learning. Now updated to reflect the latest thinking in the field, this new edition offers not only extensive procedural assistance but also emphasizes the basic principles upon which most of the models and procedures in the instructional design field are built. The text presents a comprehensive treatment of the instructional design process, including analysis, strategy design, assessment, and evaluation.

Download or read book The Algorithm Design Manual written by Steven S Skiena and published by Springer Science & Business Media. This book was released on 2009-04-05 with total page 742 pages. Available in PDF, EPUB and Kindle. Book excerpt: This newly expanded and updated second edition of the best-selling classic continues to take the "mystery" out of designing algorithms, and analyzing their efficacy and efficiency. Expanding on the first edition, the book now serves as the primary textbook of choice for algorithm design courses while maintaining its status as the premier practical reference guide to algorithms for programmers, researchers, and students. The reader-friendly Algorithm Design Manual provides straightforward access to combinatorial algorithms technology, stressing design over analysis. The first part, Techniques, provides accessible instruction on methods for designing and analyzing computer algorithms. The second part, Resources, is intended for browsing and reference, and comprises the catalog of algorithmic resources, implementations and an extensive bibliography. NEW to the second edition: • Doubles the tutorial material and exercises over the first edition • Provides full online support for lecturers, and a completely updated and improved website component with lecture slides, audio and video • Contains a unique catalog identifying the 75 algorithmic problems that arise most often in practice, leading the reader down the right path to solve them • Includes several NEW "war stories" relating experiences from real-world applications • Provides up-to-date links leading to the very best algorithm implementations available in C, C++, and Java

Download or read book Instructional Design International Perspectives written by Sanne Dijkstra and published by Routledge. This book was released on 2012-10-12 with total page 475 pages. Available in PDF, EPUB and Kindle. Book excerpt: First Published in 1997. Routledge is an imprint of Taylor & Francis, an informa company.

Download or read book Instructional Design Unleashed written by Ankita Jiyani Mangtani and published by Springer Nature. This book was released on with total page 682 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Ethical Algorithm written by Michael Kearns and published by . This book was released on 2020 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithms have made our lives more efficient and entertaining--but not without a significant cost. Can we design a better future, one in which societial gains brought about by technology are balanced with the rights of citizens? The Ethical Algorithm offers a set of principled solutions based on the emerging and exciting science of socially aware algorithm design.