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Can I read Architecture of advanced numerical analysis systems : designing a scientific computing system using OCaml on EtoBox?

Architecture of advanced numerical analysis systems : designing a scientific computing system using OCaml by Liang Wang, Jianxin Roger Zhao is a nonfiction available to read on EtoBox.

What is Architecture of advanced numerical analysis systems : designing a scientific computing system using OCaml about?

This unique open access book applies the functional OCaml programming language to numerical or computational weighted data science, engineering, and scientific applications. This book is based on the authors' first-hand experience building and maintaining Owl, an OCaml-based numerical computing library. You'll first learn the various components in a modern numerical computation library. Then, you will learn how these components are designed and built up and how to optimize their performance. After reading and using this book, you'll have the knowledge required to design and build real-world complex systems that effectively leverage the advantages of the OCaml functional programming language. What You Will Learn Optimize core operations based on N-dimensional arrays Design and implement an industry-level algorithmic differentiation module Implement mathematical optimization, regression, and deep neural network functionalities based on algorithmic differentiation Design and optimize a computation graph module, and understand the benefits it brings to the numerical computing library Accommodate the growing number of hardware accelerators (e.g. GPU, TPU) and executi

Who reads Architecture of advanced numerical analysis systems : designing a scientific computing system using OCaml?

It is typically read by self-directed learners exploring a subject in depth.

Common subject areas: history, science, philosophy, social sciences.

Author
Liang Wang, Jianxin Roger Zhao
Publisher
Apress L. P.
Published
2023
Language
EN
ISBN
9781484288535
Category
nonfiction
Subjects
Science, Programming, Computer Science

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