Architecture of Advanced Numerical Analysis Systems Designing a Scientific Computing System using OCaml /

Architecture of Advanced Numerical Analysis Systems Designing a Scientific Computing System using OCaml /

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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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Bibliographic Details
Main Authors: Wang, Liang (Author), Zhao, Jianxin (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:English
Published: Berkeley, CA : Apress : Imprint: Apress, 2023.
Edition:1st ed. 2023.
Subjects:
Programming languages (Electronic computers).
Computer science.
Artificial intelligence > Data processing.
Programming Language.
Computer Science.
Data Science.
Models of Computation.
Online Access:Link to Metadata
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Table of 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.

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