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

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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Detalles Bibliográficos
Autor principal: Wang, Liang (-)
Otros Autores: Zhao, Jianxin
Formato: Libro electrónico
Idioma:Inglés
Publicado: Berkeley, CA : Apress 2023.
Edición:1st ed. 2023.
Materias:
Programming languages (Electronic computers).
Computer science.
Artificial intelligence—Data processing.
Programming Language.
Computer Science.
Data Science.
Models of Computation.
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009720255506719
Tabla de Contenidos:
  • 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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