OCaml Scientific Computing: Functional Programming in Data Science and Artificial Intelligence

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· 제목 : OCaml Scientific Computing: Functional Programming in Data Science and Artificial Intelligence (Paperback)
· 분류 : 외국도서 > 컴퓨터 > 데이터 프로세싱
· ISBN : 9783030976446
· 쪽수 : 359쪽
· 출판일 : 2022-05-27

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.