OCaml Scientific Computing

OCaml Scientific Computing

Functional Programming in Data Science and Artificial Intelligence

Wang, Liang; Zhao, Jianxin; Mortier, Richard

Springer Nature Switzerland AG

05/2022

359

Mole

Inglês

9783030976446

15 a 20 dias

587

Descrição não disponível.
Part I: Numerical Techniques.- 1. Introduction.- 2. Numerical Algorithms.- 3. Statistics.- 4. Linear Algebra.- 5. N-Dimensional Arrays.- 6. Ordinary Differential Equations.- 7. Signal Processing.- Part II: Advanced Data Analysis Techniques.- 8. Algorithmic Differentiation.- 9. Optimisation.- 10. Regression.- 11. Neural Network.- 12. Vector Space Modelling.- Part III: Use Cases.- 13. Case Study: Image Recognition.- 14. Case Study: Instance Segmentation.- 15. Case Study: Neural Style Transfer.- 16. Case Study: Recommender System.
OCaml;Scientific Computing;Functional Programming;Machine Learning;Numerical Analysis;Programming Languages;Haskell