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PETSc for Partial Differential Equations: Numerical Solutions in C and Python
  • Language: en
  • Pages: 407

PETSc for Partial Differential Equations: Numerical Solutions in C and Python

  • Type: Book
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  • Published: 2020-10-22
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  • Publisher: SIAM

The Portable, Extensible Toolkit for Scientific Computation (PETSc) is an open-source library of advanced data structures and methods for solving linear and nonlinear equations and for managing discretizations. This book uses these modern numerical tools to demonstrate how to solve nonlinear partial differential equations (PDEs) in parallel. It starts from key mathematical concepts, such as Krylov space methods, preconditioning, multigrid, and Newton’s method. In PETSc these components are composed at run time into fast solvers. Discretizations are introduced from the beginning, with an emphasis on finite difference and finite element methodologies. The example C programs of the first 12 c...

Introduction to Practice of Molecular Simulation
  • Language: en
  • Pages: 333

Introduction to Practice of Molecular Simulation

  • Type: Book
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  • Published: 2010-12-17
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  • Publisher: Elsevier

This book presents the most important and main concepts of the molecular and microsimulation techniques. It enables readers to improve their skills in developing simulation programs by providing physical problems and sample simulation programs for them to use. Provides tools to develop skills in developing simulations programs Includes sample simulation programs for the reader to use Appendix explains Fortran and C languages in simple terms to allow the non-expert to use them

Python for Bioinformatics
  • Language: en
  • Pages: 437

Python for Bioinformatics

Bioinformatics is a growing field that attracts researchers from many different backgrounds who are unfamiliar with the algorithms commonly used in the field. Python for Bioinformatics provides a clear introduction to the Python programming language and instructs beginners on the development of simple programming exercises . Ideal for those with some knowledge of computer programming languages, this book emphasizes Python syntax and methodologies. The text is divided into three complete sections; the first provides an explanation of general Python programming, the second includes a detailed discussion of the Python tools typically used in bioinformatics including clustering, associative memories, and mathematical analysis techniques, and the third section demonstrates how these tools are implemented through numerous applications.

Mathematical Modeling And Computation In Finance: With Exercises And Python And Matlab Computer Codes
  • Language: en
  • Pages: 1310

Mathematical Modeling And Computation In Finance: With Exercises And Python And Matlab Computer Codes

This book discusses the interplay of stochastics (applied probability theory) and numerical analysis in the field of quantitative finance. The stochastic models, numerical valuation techniques, computational aspects, financial products, and risk management applications presented will enable readers to progress in the challenging field of computational finance.When the behavior of financial market participants changes, the corresponding stochastic mathematical models describing the prices may also change. Financial regulation may play a role in such changes too. The book thus presents several models for stock prices, interest rates as well as foreign-exchange rates, with increasing complexity...

An Introduction to Python and Computer Programming
  • Language: en
  • Pages: 295

An Introduction to Python and Computer Programming

  • Type: Book
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  • Published: 2015-07-08
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  • Publisher: Springer

This book introduces Python programming language and fundamental concepts in algorithms and computing. Its target audience includes students and engineers with little or no background in programming, who need to master a practical programming language and learn the basic thinking in computer science/programming. The main contents come from lecture notes for engineering students from all disciplines, and has received high ratings. Its materials and ordering have been adjusted repeatedly according to classroom reception. Compared to alternative textbooks in the market, this book introduces the underlying Python implementation of number, string, list, tuple, dict, function, class, instance and module objects in a consistent and easy-to-understand way, making assignment, function definition, function call, mutability and binding environments understandable inside-out. By giving the abstraction of implementation mechanisms, this book builds a solid understanding of the Python programming language.

Python Scripting for Computational Science
  • Language: en
  • Pages: 743

Python Scripting for Computational Science

Scripting with Python makes you productive and increases the reliability of your scientific work. Here, the author teaches you how to develop tailored, flexible, and efficient working environments built from small programs (scripts) written in Python. The focus is on examples and applications of relevance to computational science: gluing existing applications and tools, e.g. for automating simulation, data analysis, and visualization; steering simulations and computational experiments; equipping programs with graphical user interfaces; making computational Web services; creating interactive interfaces with a Maple/Matlab-like syntax to numerical applications in C/C++ or Fortran; and building flexible object-oriented programming interfaces to existing C/C++ or Fortran libraries.

Python for Chemistry
  • Language: en
  • Pages: 395

Python for Chemistry

A one-stop guide to teach chemists how to use Python for coding and iterations in a hands-on and practical manner KEY FEATURES ● Understand the core Python functions and algorithms for the computation of chemical parameters. ● Learn how to use Cheminformatics modules to process and analyze elemental data and molecular structures. ● Get familiar with the algorithms for numerical and symbolic computations. DESCRIPTION Python is a versatile and powerful computer language without a steep learning curve. It can be deployed to simulate various physicochemical parameters or to analyze complex molecular, bio-molecular, and crystalline structures. The objective of this book is to give a gentle ...

Python Deep Learning
  • Language: en
  • Pages: 362

Python Deep Learning

Master effective navigation of neural networks, including convolutions and transformers, to tackle computer vision and NLP tasks using Python Key Features Understand the theory, mathematical foundations and structure of deep neural networks Become familiar with transformers, large language models, and convolutional networks Learn how to apply them to various computer vision and natural language processing problems Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe field of deep learning has developed rapidly recently and today covers a broad range of applications. This makes it challenging to navigate and hard to understand without solid foundations. This book...

Bayesian Statistical Modeling with Stan, R, and Python
  • Language: en
  • Pages: 395

Bayesian Statistical Modeling with Stan, R, and Python

This book provides a highly practical introduction to Bayesian statistical modeling with Stan, which has become the most popular probabilistic programming language. The book is divided into four parts. The first part reviews the theoretical background of modeling and Bayesian inference and presents a modeling workflow that makes modeling more engineering than art. The second part discusses the use of Stan, CmdStanR, and CmdStanPy from the very beginning to basic regression analyses. The third part then introduces a number of probability distributions, nonlinear models, and hierarchical (multilevel) models, which are essential to mastering statistical modeling. It also describes a wide range ...

Python Standard Library
  • Language: en
  • Pages: 312

Python Standard Library

CD-ROM contains: programming examples from the book and a demo of the PythonWorks IDE.