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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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Bibliographic Details
Main Authors: Wang, Liang, Zhao, Jianxin (Author)
Format: eBook
Language:English
Published: Berkeley, CA Apress 2023, 2023
Edition:1st ed. 2023
Subjects:
Artificial Intelligence / Data Processing
Models Of Computation
Computer Science
Programming Languages (electronic Computers)
Programming Language
Data Science
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
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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