Deep Learning For Physics Research

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Author :
Publisher : World Scientific
ISBN 13 : 9811237476
Total Pages : 340 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis Deep Learning For Physics Research by : Martin Erdmann

Download or read book Deep Learning For Physics Research written by Martin Erdmann and published by World Scientific. This book was released on 2021-06-25 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: A core principle of physics is knowledge gained from data. Thus, deep learning has instantly entered physics and may become a new paradigm in basic and applied research.This textbook addresses physics students and physicists who want to understand what deep learning actually means, and what is the potential for their own scientific projects. Being familiar with linear algebra and parameter optimization is sufficient to jump-start deep learning. Adopting a pragmatic approach, basic and advanced applications in physics research are described. Also offered are simple hands-on exercises for implementing deep networks for which python code and training data can be downloaded.

Research and Innovation in Physics Education: Two Sides of the Same Coin

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Author :
Publisher : Springer Nature
ISBN 13 : 3030511820
Total Pages : 247 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Research and Innovation in Physics Education: Two Sides of the Same Coin by : Jenaro Guisasola

Download or read book Research and Innovation in Physics Education: Two Sides of the Same Coin written by Jenaro Guisasola and published by Springer Nature. This book was released on 2020-08-20 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes novel approaches designed to enhance the professional training of physics teachers, and explores innovations in the teaching and learning of physics in the classroom and laboratory. It features selected contributions from the International Research Group on Physics Teaching (GIREP) and Multimedia in Physics Teaching and Learning (MPTL) Conference, held in Donostia-San Sebastian, Spain, in July 2018, which brought together two communities: researchers in physics education and physics teachers. The book covers a broad range of topics, highlighting important aspects of the relationship between research and innovation in the teaching of physics, and presenting fresh insights to help improve learning processes and instruction. Offering a contemporary vision of physics teaching and the learning process, the book is of interest to all teachers and researchers committed to teaching and learning physics on the basis of good evidence.

New Trends in Physics Education Research

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Publisher :
ISBN 13 : 9781536138931
Total Pages : 0 pages
Book Rating : 4.1/5 (389 download)

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Book Synopsis New Trends in Physics Education Research by : Salvatore Magazù

Download or read book New Trends in Physics Education Research written by Salvatore Magazù and published by . This book was released on 2018 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Those who operate in physics education frequently ask research operators for suggestions, reference models, updated content and answers for their professional work. So far, the sector has not achieved significant advances specifically in terms of both content updates and methodology approaches. In the special issue, titled New Trends in Physics Education Research, the authors, in addition to presenting some new topics in physics education, take into account the greater relevance that in recent years the Evidence Based Education has taken place. In this framework, the main points of issue include: 1) Dealing with new trends in teaching and learning processes in physics; highlighting new mathematics content for physics courses; 3) giving evidence of the key role played by laboratory activities in physics training courses; and 4) stressing the importance of interdisciplinary approaches as well as scientific culture, communication and dissemination. Physics teaching involves several fields and different disciplines (such as mathematics, philosophy, laboratory activities, etc.) where the same arguments are often explained without clarifying that often there is a close correlation between disciplines. In particular, an integrated theoretical and experimental approach can improve the knowledge of some subjects of physics and mathematics; furthermore, it is also useful to employ a joint approach with laboratory activities, and by doing so enriching topics of meaning. In such cases, mathematics provides the adapt tools for physics and also is able to drive physical intuition; on the other hand, physics and its laboratory activities provide simple access to mathematical topics of complex comprehension. The issue is addressed to academics and schoolteachers as well as researchers in the field of physics education.

Physics Teaching and Learning

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Publisher : IAP
ISBN 13 : 1641136588
Total Pages : 264 pages
Book Rating : 4.6/5 (411 download)

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Book Synopsis Physics Teaching and Learning by : Dennis W. Sunal

Download or read book Physics Teaching and Learning written by Dennis W. Sunal and published by IAP. This book was released on 2019-05-01 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: Physics Teaching and Learning: Challenging the Paradigm, RISE Volume 8, focuses on research contributions challenging the basic assumptions, ways of thinking, and practices commonly accepted in physics education. Teaching physics involves multifaceted, research-based, value added strategies designed to improve academic engagement and depth of learning. In this volume, researchers, teaching and curriculum reformers, and reform implementers discuss a range of important issues. The volume should be considered as a first step in thinking through what physics teaching and physics learning might address in teacher preparation programs, in-service professional development programs, and in classrooms. To facilitate thinking about research-based physics teaching and learning each chapter in the volume was organized around five common elements: 1. A significant review of research in the issue or problem area. 2. Themes addressed are relevant for the teaching and learning of K-16 science 3. Discussion of original research by the author(s) addressing the major theme of the chapter. 4. Bridge gaps between theory and practice and/or research and practice. 5. Concerns and needs are addressed of school/community context stakeholders including students, teachers, parents, administrators, and community members.

Science Of Learning Physics, The: Cognitive Strategies For Improving Instruction

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Publisher : World Scientific
ISBN 13 : 9811226563
Total Pages : 211 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis Science Of Learning Physics, The: Cognitive Strategies For Improving Instruction by : Jose Mestre

Download or read book Science Of Learning Physics, The: Cognitive Strategies For Improving Instruction written by Jose Mestre and published by World Scientific. This book was released on 2020-11-24 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book on the teaching and learning of physics is intended for college-level instructors, but high school instructors might also find it very useful.Some ideas found in this book might be a small 'tweak' to existing practices whereas others require more substantial revisions to instruction. The discussions of student learning herein are based on research evidence accumulated over decades from various fields, including cognitive psychology, educational psychology, the learning sciences, and discipline-based education research including physics education research. Likewise, the teaching suggestions are also based on research findings. As for any other scientific endeavor, physics education research is an empirical field where experiments are performed, data are analyzed and conclusions drawn. Evidence from such research is then used to inform physics teaching and learning.While the focus here is on introductory physics taken by most students when they are enrolled, however, the ideas can also be used to improve teaching and learning in both upper-division undergraduate physics courses, as well as graduate-level courses. Whether you are new to teaching physics or a seasoned veteran, various ideas and strategies presented in the book will be suitable for active consideration.

Frontiers of Fundamental Physics and Physics Education Research

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Publisher : Springer Science & Business Media
ISBN 13 : 331900297X
Total Pages : 586 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Frontiers of Fundamental Physics and Physics Education Research by : Burra G. Sidharth

Download or read book Frontiers of Fundamental Physics and Physics Education Research written by Burra G. Sidharth and published by Springer Science & Business Media. This book was released on 2014-03-20 with total page 586 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a knowledge-based society, research into fundamental physics plays a vital role not only in the enhancement of human knowledge but also in the development of new technology that affects everyday life.The international symposium series Frontiers of Fundamental Physics (FFP) regularly brings together eminent scholars and researchers working in various areas in physics to exchange expertise, ideas, results, and new research perspectives. The twelfth such symposium, FFP12, took place at the University of Udine, Italy, and covered diverse fields of research: astrophysics, high energy physics and particle physics, theoretical physics, gravitation and cosmology, condensed matter physics, statistical physics, computational physics, and mathematical physics. Importantly, it also devoted a great deal of attention to physics education research, teacher training in modern physics, and popularization of physics. The high scientific level of FFP12 was guaranteed by the careful selection made by scientific coordinators from among 250 submissions from 28 countries across the world. During the three days of the conference, nine general talks were delivered in plenary sessions, 29 invited talks were given in specific topic areas, and 59 oral presentations were made. This book presents a selection of the best contributions at FFP12 with the aim of acquainting readers with the most important recent advances in fundamental physics and in physics education and teacher development.

Investigative Science Learning Environment

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Publisher : Morgan & Claypool Publishers
ISBN 13 : 1643277804
Total Pages : 137 pages
Book Rating : 4.6/5 (432 download)

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Book Synopsis Investigative Science Learning Environment by : Eugenia Etkina

Download or read book Investigative Science Learning Environment written by Eugenia Etkina and published by Morgan & Claypool Publishers. This book was released on 2019-11-15 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of this book is to introduce a reader to a new philosophy of teaching and learning physics - Investigative Science Learning Environment, or ISLE (pronounced as a small island). ISLE is an example of an "intentional" approach to curriculum design and learning activities (MacMillan and Garrison 1988 A Logical Theory of Teaching: Erotetics and Intentionality). Intentionality means that the process through which the learning occurs is as crucial for learning as the final outcome or learned content. In ISLE, the process through which students learn mirrors the practice of physics.

Research in Physics Learning

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Publisher :
ISBN 13 :
Total Pages : 416 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Research in Physics Learning by : Reinders Duit

Download or read book Research in Physics Learning written by Reinders Duit and published by . This book was released on 1992 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Deep Learning and Physics

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Author :
Publisher : Springer Nature
ISBN 13 : 9813361085
Total Pages : 207 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Deep Learning and Physics by : Akinori Tanaka

Download or read book Deep Learning and Physics written by Akinori Tanaka and published by Springer Nature. This book was released on 2021-03-24 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is deep learning for those who study physics? Is it completely different from physics? Or is it similar? In recent years, machine learning, including deep learning, has begun to be used in various physics studies. Why is that? Is knowing physics useful in machine learning? Conversely, is knowing machine learning useful in physics? This book is devoted to answers of these questions. Starting with basic ideas of physics, neural networks are derived naturally. And you can learn the concepts of deep learning through the words of physics. In fact, the foundation of machine learning can be attributed to physical concepts. Hamiltonians that determine physical systems characterize various machine learning structures. Statistical physics given by Hamiltonians defines machine learning by neural networks. Furthermore, solving inverse problems in physics through machine learning and generalization essentially provides progress and even revolutions in physics. For these reasons, in recent years interdisciplinary research in machine learning and physics has been expanding dramatically. This book is written for anyone who wants to learn, understand, and apply the relationship between deep learning/machine learning and physics. All that is needed to read this book are the basic concepts in physics: energy and Hamiltonians. The concepts of statistical mechanics and the bracket notation of quantum mechanics, which are explained in columns, are used to explain deep learning frameworks. We encourage you to explore this new active field of machine learning and physics, with this book as a map of the continent to be explored.

Physics in a New Era

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Publisher : National Academies Press
ISBN 13 : 0309073421
Total Pages : 203 pages
Book Rating : 4.3/5 (9 download)

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Book Synopsis Physics in a New Era by : National Research Council

Download or read book Physics in a New Era written by National Research Council and published by National Academies Press. This book was released on 2001-07-15 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: Physics at the beginning of the twenty-first century has reached new levels of accomplishment and impact in a society and nation that are changing rapidly. Accomplishments have led us into the information age and fueled broad technological and economic development. The pace of discovery is quickening and stronger links with other fields such as the biological sciences are being developed. The intellectual reach has never been greater, and the questions being asked are more ambitious than ever before. Physics in a New Era is the final report of the NRC's six-volume decadal physics survey. The book reviews the frontiers of physics research, examines the role of physics in our society, and makes recommendations designed to strengthen physics and its ability to serve important needs such as national security, the economy, information technology, and education.

Multiple Representations in Physics Education

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Publisher : Springer
ISBN 13 : 3319589148
Total Pages : 329 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Multiple Representations in Physics Education by : David F. Treagust

Download or read book Multiple Representations in Physics Education written by David F. Treagust and published by Springer. This book was released on 2017-07-24 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is important because despite various external representations, such as analogies, metaphors, and visualizations being commonly used by physics teachers, educators and researchers, the notion of using the pedagogical functions of multiple representations to support teaching and learning is still a gap in physics education. The research presented in the three sections of the book is introduced by descriptions of various psychological theories that are applied in different ways for designing physics teaching and learning in classroom settings. The following chapters of the book illustrate teaching and learning with respect to applying specific physics multiple representations in different levels of the education system and in different physics topics using analogies and models, different modes, and in reasoning and representational competence. When multiple representations are used in physics for teaching, the expectation is that they should be successful. To ensure this is the case, the implementation of representations should consider design principles for using multiple representations. Investigations regarding their effect on classroom communication as well as on the learning results in all levels of schooling and for different topics of physics are reported. The book is intended for physics educators and their students at universities and for physics teachers in schools to apply multiple representations in physics in a productive way.

Research in Physics Learning

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Publisher :
ISBN 13 : 9783890880624
Total Pages : 403 pages
Book Rating : 4.8/5 (86 download)

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Book Synopsis Research in Physics Learning by : Reinders Duit

Download or read book Research in Physics Learning written by Reinders Duit and published by . This book was released on 1992 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Research on Physics Education

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Author :
Publisher : IOS Press
ISBN 13 : 9781586034252
Total Pages : 704 pages
Book Rating : 4.0/5 (342 download)

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Book Synopsis Research on Physics Education by : Edward F. Redish

Download or read book Research on Physics Education written by Edward F. Redish and published by IOS Press. This book was released on 2004 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt: Physics Education research is a young field with a strong tradition in many countries. However, it has only recently received full recognition of its specificity and relevance for the growth and improvement of the culture of Physics in contemporary Society for different levels and populations. This may be due on one side to the fact that teaching, therefore education, is part of the job of university researchers and it has often been implicitly assumed that the competences required for good research activity also guarantee good teaching practice. On the other side, and perhaps more important, is the fact that the problems to be afforded in doing research in education are complex problems that require a knowledge base not restricted to the disciplinary physics knowledge but enlarged to include cognitive science, communication science, history and philosophy. The topics discussed here look at some of the facets of the problem by considering the interplay of the development of cognitive models for learning Physics with some reflections on the Physics contents for contemporary and future society with the analysis of teaching strategies and the role of experiments the issue of assessmen"

Concepts, Strategies and Models to Enhance Physics Teaching and Learning

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Publisher : Springer
ISBN 13 : 3030181375
Total Pages : 247 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Concepts, Strategies and Models to Enhance Physics Teaching and Learning by : Eilish McLoughlin

Download or read book Concepts, Strategies and Models to Enhance Physics Teaching and Learning written by Eilish McLoughlin and published by Springer. This book was released on 2019-07-24 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses novel research on and practices in the field of physics teaching and learning. It gathers selected high-quality studies that were presented at the GIREP-ICPE-EPEC 2017 conference, which was jointly organised by the International Research Group on Physics Teaching (GIREP); European Physical Society – Physics Education Division, and the Physics Education Commission of the International Union of Pure and Applied Physics (IUPAP). The respective chapters address a wide variety of topics and approaches, pursued in various contexts and settings, all of which represent valuable contributions to the field of physics education research. Examples include the design of curricula and strategies to develop student competencies—including knowledge, skills, attitudes and values; workshop approaches to teacher education; and pedagogical strategies used to engage and motivate students. This book shares essential insights into current research on physics education and will be of interest to physics teachers, teacher educators and physics education researchers around the world who are working to combine research and practice in physics teaching and learning.

Discipline-Based Education Research

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Publisher : National Academies Press
ISBN 13 : 0309254140
Total Pages : 282 pages
Book Rating : 4.3/5 (92 download)

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Book Synopsis Discipline-Based Education Research by : National Research Council

Download or read book Discipline-Based Education Research written by National Research Council and published by National Academies Press. This book was released on 2012-08-27 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: The National Science Foundation funded a synthesis study on the status, contributions, and future direction of discipline-based education research (DBER) in physics, biological sciences, geosciences, and chemistry. DBER combines knowledge of teaching and learning with deep knowledge of discipline-specific science content. It describes the discipline-specific difficulties learners face and the specialized intellectual and instructional resources that can facilitate student understanding. Discipline-Based Education Research is based on a 30-month study built on two workshops held in 2008 to explore evidence on promising practices in undergraduate science, technology, engineering, and mathematics (STEM) education. This book asks questions that are essential to advancing DBER and broadening its impact on undergraduate science teaching and learning. The book provides empirical research on undergraduate teaching and learning in the sciences, explores the extent to which this research currently influences undergraduate instruction, and identifies the intellectual and material resources required to further develop DBER. Discipline-Based Education Research provides guidance for future DBER research. In addition, the findings and recommendations of this report may invite, if not assist, post-secondary institutions to increase interest and research activity in DBER and improve its quality and usefulness across all natural science disciples, as well as guide instruction and assessment across natural science courses to improve student learning. The book brings greater focus to issues of student attrition in the natural sciences that are related to the quality of instruction. Discipline-Based Education Research will be of interest to educators, policy makers, researchers, scholars, decision makers in universities, government agencies, curriculum developers, research sponsors, and education advocacy groups.

Teaching-Learning Contemporary Physics

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Publisher : Springer Nature
ISBN 13 : 3030787206
Total Pages : 279 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Teaching-Learning Contemporary Physics by : Beata Jarosievitz

Download or read book Teaching-Learning Contemporary Physics written by Beata Jarosievitz and published by Springer Nature. This book was released on 2021-09-15 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents research contributions focussing on the introduction of contemporary physics topics – mainly, but not exclusively, quantum physics – into high school currciula. Despite the important advances and discoveries in quantum physics and relativity which have revolutionized our views of nature and our everyday lives, the presence of these topics in high school physics education is still lacking. In this book physics education researchers report on the teaching and learning of quantum physics from different perspectives and discuss the design and use of different pedagogical approaches and educational pathways. There is still much debate as to what content is appropriate at high school level as well what pedagogical approaches and strategies should be adopted to support student learning. Currently there is a greater focus on how to teach modern physics at the high school level rather than classical physics. However, teachers still lack experience and availability of appropriate teaching and learning materials to support the coherent integration of Quantum Physics in high school curricula. All of the 19 papers presented in this book discuss innovative approaches for enhancing physics education in schools.

Thinking in Physics

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Publisher : Pearson
ISBN 13 : 9780133938890
Total Pages : 0 pages
Book Rating : 4.9/5 (388 download)

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Book Synopsis Thinking in Physics by : Vincent P. Coletta

Download or read book Thinking in Physics written by Vincent P. Coletta and published by Pearson. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: For Introductory physics courses. A fundamental approach to teaching scientific reasoning skills In Thinking in Physics, Vincent Coletta creates a new curriculum that helps instructors reach students who have the greatest difficulty learning physics. The book presents evidence that students' reasoning ability is strongly related to their learning and describes ways for students to improve their reasoning to achieve a better understanding of basic physics principles.