Architecture of Advanced Numerical Analysis Systems: Designing a Scientific Computing System using OCaml 1st Edition

Architecture of Advanced Numerical Analysis Systems: Designing a Scientific Computing System using OCaml 1st Edition – Ebook Instant Download/Delivery ISBN(s): 9781484288528,1484288521,9781484288535,148428853X

Product details:

• ISBN 10:148428853X
• ISBN 13: 9781484288535
• Author: Liang Wang

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.

Table contents:

1. Introduction
2. Core Optimizations
3. Algorithmic Differentiation
4. Mathematical Optimization
5. Deep Neural Networks
6. Computation Graph
7. Performance Accelerators
8. Compiler Backends
9. Composition and Deployment
10. Distributed Computing
11. Testing Framework

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