Architecture of Advanced Numerical Analysis Systems : : Designing a Scientific Computing System using OCaml / / by Liang Wang, Jianxin Zhao.
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...
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Place / Publishing House: | Berkeley, CA : : Apress :, Imprint: Apress,, 2023. |
Year of Publication: | 2023 |
Edition: | 1st ed. 2023. |
Language: | English |
Physical Description: | 1 electronic resource (472 p.) |
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(CKB)5840000000221162 (oapen)https://directory.doabooks.org/handle/20.500.12854/96254 (MiAaPQ)EBC7164642 (Au-PeEL)EBL7164642 (OCoLC)1369652813 (DE-He213)978-1-4842-8853-5 (PPN)268211663 (EXLCZ)995840000000221162 |
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Wang, Liang. Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / by Liang Wang, Jianxin Zhao. 1st ed. 2023. Berkeley, CA : Apress : Imprint: Apress, 2023. 1 electronic resource (472 p.) text txt rdacontent computer c rdamedia online resource cr rdacarrier English Open access Unrestricted online access star 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. You will: 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 execution backends (e.g. web browser, unikernel) of numerical computation Use the Zoo system for efficient scripting, code sharing, service deployment, and composition Design and implement a distributed computing engine to work with a numerical computing library, providing convenient APIs and high performance. Chapter 1: Introduction.-Chapter 2: Core Optimization -- Chapter 3: Algorithm Differentiation -- Chapter 4: Mathematical Optimization -- Chapter 5: Deep Neural Networks -- Chapter 6: Computation Graph -- Chapter 7: Performance Accelerators -- Chapter 8: Compiler Backends -- Chapter 9: Composition and Deployment -- Chapter 10: Distributed Computing -- Chapter 11: Testing Framework -- Appendix A: Basic Analytics Examples -- Appendix B: System Conventions -- Appendix C: Metric Systems and Constants -- Appendix D: AlgoDiff Module -- Appendix E: Neural Network Module -- Appendix F: Actor System for Distributed Computing -- Bibliography. Open Access Programming languages (Electronic computers). Computer science. Artificial intelligence—Data processing. Programming Language. Computer Science. Data Science. Models of Computation. 1-4842-8852-1 Zhao, Jianxin. |
language |
English |
format |
eBook |
author |
Wang, Liang. |
spellingShingle |
Wang, Liang. Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / Chapter 1: Introduction.-Chapter 2: Core Optimization -- Chapter 3: Algorithm Differentiation -- Chapter 4: Mathematical Optimization -- Chapter 5: Deep Neural Networks -- Chapter 6: Computation Graph -- Chapter 7: Performance Accelerators -- Chapter 8: Compiler Backends -- Chapter 9: Composition and Deployment -- Chapter 10: Distributed Computing -- Chapter 11: Testing Framework -- Appendix A: Basic Analytics Examples -- Appendix B: System Conventions -- Appendix C: Metric Systems and Constants -- Appendix D: AlgoDiff Module -- Appendix E: Neural Network Module -- Appendix F: Actor System for Distributed Computing -- Bibliography. |
author_facet |
Wang, Liang. Zhao, Jianxin. |
author_variant |
l w lw |
author2 |
Zhao, Jianxin. |
author2_variant |
j z jz |
author2_role |
TeilnehmendeR |
author_sort |
Wang, Liang. |
title |
Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / |
title_sub |
Designing a Scientific Computing System using OCaml / |
title_full |
Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / by Liang Wang, Jianxin Zhao. |
title_fullStr |
Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / by Liang Wang, Jianxin Zhao. |
title_full_unstemmed |
Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / by Liang Wang, Jianxin Zhao. |
title_auth |
Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / |
title_new |
Architecture of Advanced Numerical Analysis Systems : |
title_sort |
architecture of advanced numerical analysis systems : designing a scientific computing system using ocaml / |
publisher |
Apress : Imprint: Apress, |
publishDate |
2023 |
physical |
1 electronic resource (472 p.) |
edition |
1st ed. 2023. |
contents |
Chapter 1: Introduction.-Chapter 2: Core Optimization -- Chapter 3: Algorithm Differentiation -- Chapter 4: Mathematical Optimization -- Chapter 5: Deep Neural Networks -- Chapter 6: Computation Graph -- Chapter 7: Performance Accelerators -- Chapter 8: Compiler Backends -- Chapter 9: Composition and Deployment -- Chapter 10: Distributed Computing -- Chapter 11: Testing Framework -- Appendix A: Basic Analytics Examples -- Appendix B: System Conventions -- Appendix C: Metric Systems and Constants -- Appendix D: AlgoDiff Module -- Appendix E: Neural Network Module -- Appendix F: Actor System for Distributed Computing -- Bibliography. |
isbn |
1-4842-8853-X 1-4842-8852-1 |
callnumber-first |
Q - Science |
callnumber-subject |
QA - Mathematics |
callnumber-label |
QA76 |
callnumber-sort |
QA 276.7 273 |
illustrated |
Not Illustrated |
dewey-hundreds |
000 - Computer science, information & general works |
dewey-tens |
000 - Computer science, knowledge & systems |
dewey-ones |
005 - Computer programming, programs & data |
dewey-full |
005.13 |
dewey-sort |
15.13 |
dewey-raw |
005.13 |
dewey-search |
005.13 |
oclc_num |
1369652813 |
work_keys_str_mv |
AT wangliang architectureofadvancednumericalanalysissystemsdesigningascientificcomputingsystemusingocaml AT zhaojianxin architectureofadvancednumericalanalysissystemsdesigningascientificcomputingsystemusingocaml |
status_str |
n |
ids_txt_mv |
(CKB)5840000000221162 (oapen)https://directory.doabooks.org/handle/20.500.12854/96254 (MiAaPQ)EBC7164642 (Au-PeEL)EBL7164642 (OCoLC)1369652813 (DE-He213)978-1-4842-8853-5 (PPN)268211663 (EXLCZ)995840000000221162 |
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Architecture of Advanced Numerical Analysis Systems : Designing a Scientific Computing System using OCaml / |
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1804896685840662528 |
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