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Physics of Data Science and Machine Learning

Author : Ijaz A. Rauf
Publisher : CRC Press
ISBN 13 : 1000450473
Total Pages : 176 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Physics of Data Science and Machine Learning by : Ijaz A. Rauf

Download or read book Physics of Data Science and Machine Learning written by Ijaz A. Rauf and published by CRC Press. This book was released on 2021-11-28 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: Physics of Data Science and Machine Learning links fundamental concepts of physics to data science, machine learning, and artificial intelligence for physicists looking to integrate these techniques into their work. This book is written explicitly for physicists, marrying quantum and statistical mechanics with modern data mining, data science, and machine learning. It also explains how to integrate these techniques into the design of experiments, while exploring neural networks and machine learning, building on fundamental concepts of statistical and quantum mechanics. This book is a self-learning tool for physicists looking to learn how to utilize data science and machine learning in their research. It will also be of interest to computer scientists and applied mathematicians, alongside graduate students looking to understand the basic concepts and foundations of data science, machine learning, and artificial intelligence. Although specifically written for physicists, it will also help provide non-physicists with an opportunity to understand the fundamental concepts from a physics perspective to aid in the development of new and innovative machine learning and artificial intelligence tools. Key Features: Introduces the design of experiments and digital twin concepts in simple lay terms for physicists to understand, adopt, and adapt. Free from endless derivations; instead, equations are presented and it is explained strategically why it is imperative to use them and how they will help in the task at hand. Illustrations and simple explanations help readers visualize and absorb the difficult-to-understand concepts. Ijaz A. Rauf is an adjunct professor at the School of Graduate Studies, York University, Toronto, Canada. He is also an associate researcher at Ryerson University, Toronto, Canada and president of the Eminent-Tech Corporation, Bradford, ON, Canada.

Basic Data of Plasma Physics

Author : Sanborn C. Brown
Publisher : American Inst. of Physics
ISBN 13 : 9781563962738
Total Pages : 352 pages
Book Rating : 4.9/5 (627 download)

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Book Synopsis Basic Data of Plasma Physics by : Sanborn C. Brown

Download or read book Basic Data of Plasma Physics written by Sanborn C. Brown and published by American Inst. of Physics. This book was released on 1997-05-07 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Market: Scientists, engineers, and graduate students involved in the phenomenon of plasma physics. This 1966 reference work is a compilation of some of the most important plasma physics measurements published during the late 1950s and the early 1960s. It offers a wealth of useful information on elastic-collision and charge- transfer cross sections, mobility and diffusion, electron attachment and detachment, and recombination. Numerous fundamental principles make this a much-consulted handbook on the physical phenomena, measurements, and properties of plasma physics.

Basic Concepts in Computational Physics

Author : Benjamin A. Stickler
Publisher : Springer
ISBN 13 : 3319272659
Total Pages : 409 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Basic Concepts in Computational Physics by : Benjamin A. Stickler

Download or read book Basic Concepts in Computational Physics written by Benjamin A. Stickler and published by Springer. This book was released on 2016-03-21 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new edition is a concise introduction to the basic methods of computational physics. Readers will discover the benefits of numerical methods for solving complex mathematical problems and for the direct simulation of physical processes. The book is divided into two main parts: Deterministic methods and stochastic methods in computational physics. Based on concrete problems, the first part discusses numerical differentiation and integration, as well as the treatment of ordinary differential equations. This is extended by a brief introduction to the numerics of partial differential equations. The second part deals with the generation of random numbers, summarizes the basics of stochastics, and subsequently introduces Monte-Carlo (MC) methods. Specific emphasis is on MARKOV chain MC algorithms. The final two chapters discuss data analysis and stochastic optimization. All this is again motivated and augmented by applications from physics. In addition, the book offers a number of appendices to provide the reader with information on topics not discussed in the main text. Numerous problems with worked-out solutions, chapter introductions and summaries, together with a clear and application-oriented style support the reader. Ready to use C++ codes are provided online.

From Data to Quanta

Author : Slobodan Perovic
Publisher : University of Chicago Press
ISBN 13 : 022679833X
Total Pages : 251 pages
Book Rating : 4.2/5 (267 download)

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Book Synopsis From Data to Quanta by : Slobodan Perovic

Download or read book From Data to Quanta written by Slobodan Perovic and published by University of Chicago Press. This book was released on 2021-10 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Niels Bohr was a central figure in quantum physics, well-known for his work on atomic structure and his contributions to the Copenhagen interpretation of quantum mechanics. In this book, philosopher Slobodan Perović explores the way Bohr practiced and understood physics, and the implications of this for our understanding of modern science, especially contemporary quantum experimental physics. Perović's method of studying Bohr is philosophical-historical, and his aim is to make sense of both Bohr's understanding of physics and his method of inquiry. He argues that in several important respects, Bohr's vision of physics was driven by his desire to develop a comprehensive perspective on key features of experimental observation as well as emerging experimental work. Perović uncovers how Bohr's distinctive breakthrough contributions are characterized by a multi-layered, phased approach of building on basic experimental insights inductively to develop intermediary and overarching hypotheses. The strengths and limitations of this approach, in contrast to the mathematically or metaphysically driven approaches of other physicists at the time, made him a thoroughly distinctive kind of theorist and scientific leader. Once we see that Bohr played the typical role of a laboratory mediator, and excelled in the inductive process this required, we can fully understand the way his work was generated, the role it played in developing novel quantum concepts, and its true limitations, as well as current adherence to and use of Bohr's complementarity approach among contemporary experimentalists"--

Basic Physics

Author : Kenneth W Ford
Publisher : World Scientific Publishing Company
ISBN 13 : 9813208031
Total Pages : 853 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Basic Physics by : Kenneth W Ford

Download or read book Basic Physics written by Kenneth W Ford and published by World Scientific Publishing Company. This book was released on 2016-12-15 with total page 853 pages. Available in PDF, EPUB and Kindle. Book excerpt: This reissued version of the classic text Basic Physics will help teachers at both the high-school and college levels gain new insights into, and deeper understanding of, many topics in both classical and modern physics that are commonly taught in introductory physics courses. All of the original book is included with new content added. Short sections of the previous book (174 in number) are labeled 'Features.' These Features are highlighted in the book, set forth in a separate Table of Contents, and separately indexed.Many teachers will value this book as a personal reference during a teaching year as various topics are addressed. Ford's discussions of the history and meaning of topics from Newton's mechanics to Feynman's diagrams, although written first in 1968, have beautifully withstood the test of time and are fully relevant to 21st-century physics teaching.

The Cambridge Handbook of Physics Formulas

Author : Graham Woan
Publisher : Cambridge University Press
ISBN 13 : 9780521575072
Total Pages : 236 pages
Book Rating : 4.5/5 (75 download)

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Book Synopsis The Cambridge Handbook of Physics Formulas by : Graham Woan

Download or read book The Cambridge Handbook of Physics Formulas written by Graham Woan and published by Cambridge University Press. This book was released on 2000-07-10 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Cambridge Handbook of Physics Formulas is a quick-reference aid for students and professionals in the physical sciences and engineering. It contains more than 2000 of the most useful formulas and equations found in undergraduate physics courses, covering mathematics, dynamics and mechanics, quantum physics, thermodynamics, solid state physics, electromagnetism, optics and astrophysics. An exhaustive index allows the required formulas to be located swiftly and simply, and the unique tabular format crisply identifies all the variables involved. The Cambridge Handbook of Physics Formulas comprehensively covers the major topics explored in undergraduate physics courses. It is designed to be a compact, portable, reference book suitable for everyday work, problem solving or exam revision. All students and professionals in physics, applied mathematics, engineering and other physical sciences will want to have this essential reference book within easy reach.

Medical Physics Data Book

Author :
Publisher :
ISBN 13 :
Total Pages : 132 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Medical Physics Data Book by :

Download or read book Medical Physics Data Book written by and published by . This book was released on 1982 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Basic Physics

Author : Kenneth William Ford
Publisher :
ISBN 13 :
Total Pages : 1000 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis Basic Physics by : Kenneth William Ford

Download or read book Basic Physics written by Kenneth William Ford and published by . This book was released on 1968 with total page 1000 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Basic Concepts in Physics

Author : Masud Chaichian
Publisher : Springer Science & Business Media
ISBN 13 : 3642195989
Total Pages : 385 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Basic Concepts in Physics by : Masud Chaichian

Download or read book Basic Concepts in Physics written by Masud Chaichian and published by Springer Science & Business Media. This book was released on 2013-10-28 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Basic Concepts in Physics: From the Cosmos to Quarks" is the outcome of the authors' long and varied teaching experience in different countries and for different audiences, and gives an accessible and eminently readable introduction to all the main ideas of modern physics. The book’s fresh approach, using a novel combination of historical and conceptual viewpoints, makes it ideal complementary reading to more standard textbooks. The first five chapters are devoted to classical physics, from planetary motion to special relativity, always keeping in mind its relevance to questions of contemporary interest. The next six chapters deal mainly with newer developments in physics, from quantum theory and general relativity to grand unified theories, and the book concludes by discussing the role of physics in living systems. A basic grounding in mathematics is required of the reader, but technicalities are avoided as far as possible; thus complex calculations are omitted so long as the essential ideas remain clear. The book is addressed to undergraduate and graduate students in physics and will also be appreciated by many professional physicists. It will likewise be of interest to students, researchers and teachers of other natural sciences, as well as to engineers, high-school teachers and the curious general reader, who will come to understand what physics is about and how it describes the different phenomena of Nature. Not only will readers of this book learn much about physics, they will also learn to love it.

Data Analysis Techniques for Physical Scientists

Author : Claude A. Pruneau
Publisher : Cambridge University Press
ISBN 13 : 1108267882
Total Pages : 719 pages
Book Rating : 4.1/5 (82 download)

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Book Synopsis Data Analysis Techniques for Physical Scientists by : Claude A. Pruneau

Download or read book Data Analysis Techniques for Physical Scientists written by Claude A. Pruneau and published by Cambridge University Press. This book was released on 2017-10-05 with total page 719 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to data analysis techniques for physical scientists, providing a valuable resource for advanced undergraduate and graduate students, as well as seasoned researchers. The book begins with an extensive discussion of the foundational concepts and methods of probability and statistics under both the frequentist and Bayesian interpretations of probability. It next presents basic concepts and techniques used for measurements of particle production cross-sections, correlation functions, and particle identification. Much attention is devoted to notions of statistical and systematic errors, beginning with intuitive discussions and progressively introducing the more formal concepts of confidence intervals, credible range, and hypothesis testing. The book also includes an in-depth discussion of the methods used to unfold or correct data for instrumental effects associated with measurement and process noise as well as particle and event losses, before ending with a presentation of elementary Monte Carlo techniques.

Data Analysis in High Energy Physics

Author : Olaf Behnke
Publisher : John Wiley & Sons
ISBN 13 : 3527410589
Total Pages : 452 pages
Book Rating : 4.5/5 (274 download)

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Book Synopsis Data Analysis in High Energy Physics by : Olaf Behnke

Download or read book Data Analysis in High Energy Physics written by Olaf Behnke and published by John Wiley & Sons. This book was released on 2013-08-19 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This practical guide covers the essential tasks in statistical data analysis encountered in high energy physics and provides comprehensive advice for typical questions and problems. The basic methods for inferring results from data are presented as well as tools for advanced tasks such as improving the signal-to-background ratio, correcting detector effects, determining systematics and many others. Concrete applications are discussed in analysis walkthroughs. Each chapter is supplemented by numerous examples and exercises and by a list of literature and relevant links. The book targets a broad readership at all career levels - from students to senior researchers. An accompanying website provides more algorithms as well as up-to-date information and links. * Free solutions manual available for lecturers at www.wiley-vch.de/supplements/

ASAE-S

Author :
Publisher :
ISBN 13 :
Total Pages : 102 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis ASAE-S by :

Download or read book ASAE-S written by and published by . This book was released on 1958 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Science Landscape

Author : Usha Mujoo Munshi
Publisher : Springer
ISBN 13 : 9811075158
Total Pages : 343 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Data Science Landscape by : Usha Mujoo Munshi

Download or read book Data Science Landscape written by Usha Mujoo Munshi and published by Springer. This book was released on 2018-03-01 with total page 343 pages. Available in PDF, EPUB and Kindle. Book excerpt: The edited volume deals with different contours of data science with special reference to data management for the research innovation landscape. The data is becoming pervasive in all spheres of human, economic and development activity. In this context, it is important to take stock of what is being done in the data management area and begin to prioritize, consider and formulate adoption of a formal data management system including citation protocols for use by research communities in different disciplines and also address various technical research issues. The volume, thus, focuses on some of these issues drawing typical examples from various domains. The idea of this work germinated from the two day workshop on “Big and Open Data – Evolving Data Science Standards and Citation Attribution Practices”, an international workshop, led by the ICSU-CODATA and attended by over 300 domain experts. The Workshop focused on two priority areas (i) Big and Open Data: Prioritizing, Addressing and Establishing Standards and Good Practices and (ii) Big and Open Data: Data Attribution and Citation Practices. This important international event was part of a worldwide initiative led by ICSU, and the CODATA-Data Citation Task Group. In all, there are 21 chapters (with 21st Chapter addressing four different core aspects) written by eminent researchers in the field which deal with key issues of S&T, institutional, financial, sustainability, legal, IPR, data protocols, community norms and others, that need attention related to data management practices and protocols, coordinate area activities, and promote common practices and standards of the research community globally. In addition to the aspects touched above, the national / international perspectives of data and its various contours have also been portrayed through case studies in this volume.

NBS Special Publication

Author :
Publisher :
ISBN 13 :
Total Pages : 958 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis NBS Special Publication by :

Download or read book NBS Special Publication written by and published by . This book was released on 1975 with total page 958 pages. Available in PDF, EPUB and Kindle. Book excerpt:

College Physics

Author : Eugenia Etkina
Publisher : Addison-Wesley
ISBN 13 : 9780321715357
Total Pages : 0 pages
Book Rating : 4.7/5 (153 download)

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Book Synopsis College Physics by : Eugenia Etkina

Download or read book College Physics written by Eugenia Etkina and published by Addison-Wesley. This book was released on 2014 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: College Physics is the first text to use an investigative learning approach to teach introductory physics. This approach encourages you to take an active role in learning physics, to practice scientific skills such as observing, analyzing, and testing, and to build scientific habits of mind. The authors believe students learn physics best by doing physics.

Mathematical Methods For Physics

Author : H. W. Wyld
Publisher : CRC Press
ISBN 13 : 0429978642
Total Pages : 395 pages
Book Rating : 4.4/5 (299 download)

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Book Synopsis Mathematical Methods For Physics by : H. W. Wyld

Download or read book Mathematical Methods For Physics written by H. W. Wyld and published by CRC Press. This book was released on 2018-03-14 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: This classic book helps students learn the basics in physics by bridging the gap between mathematics and the basic fundamental laws of physics. With supplemental material such as graphs and equations, Mathematical Methods for Physics creates a strong, solid anchor of learning. The text has three parts: Part I focuses on the use of special functions in solving the homogeneous partial differential equations of physics, and emphasizes applications to topics such as electrostatics, wave guides, and resonant cavities, vibrations of membranes, heat flow, potential flow in fluids, plane and spherical waves. Part II deals with the solution of inhomogeneous differential equations with particular emphasis on problems in electromagnetism, Green's functions for Poisson's equation, the wave equation and the diffusion equation, and the solution of integral equations by iteration, eigenfunction expansion and the Fredholm series. Finally, Part II explores complex variable techniques, including evalution of itegrals, dispersion relations, special functions in the complex plane, one-sided Fourier transforms, and Laplace transforms.

Data Analysis in High Energy Physics

Author : Olaf Behnke
Publisher : John Wiley & Sons
ISBN 13 : 3527653430
Total Pages : 452 pages
Book Rating : 4.5/5 (276 download)

DOWNLOAD NOW!

Book Synopsis Data Analysis in High Energy Physics by : Olaf Behnke

Download or read book Data Analysis in High Energy Physics written by Olaf Behnke and published by John Wiley & Sons. This book was released on 2013-08-30 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This practical guide covers the essential tasks in statistical data analysis encountered in high energy physics and provides comprehensive advice for typical questions and problems. The basic methods for inferring results from data are presented as well as tools for advanced tasks such as improving the signal-to-background ratio, correcting detector effects, determining systematics and many others. Concrete applications are discussed in analysis walkthroughs. Each chapter is supplemented by numerous examples and exercises and by a list of literature and relevant links. The book targets a broad readership at all career levels - from students to senior researchers. An accompanying website provides more algorithms as well as up-to-date information and links. * Free solutions manual available for lecturers at www.wiley-vch.de/supplements/