The Crystal Ball Instruction Manual Volume Two Foundations for Data Science 1st Edition by Stephen Davies ISBN 1715989074 9781715989071

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Product details:

ISBN 10: 1715989074
ISBN 13: 9781715989071
Author: Stephen Davies

The Crystal Ball Instruction Manual Volume Two Foundations for Data Science 1st Edition Table of contents:

1. Intermission and review

2. Navigating the Spyder’s web

3. EDA: review and extensions

4. KDEs and distributions

5. Random value generation

6. Synthetic data sets

7. JSON (1 of 2)

8. JSON (2 of 2)

9. LOWESS

10. Data fusion

11. Long, wide, and “tidy” data

12. Dates and times

13. Using logarithms

14. Accessing databases

15. Screen scraping (1 of 2)

16. Screen scraping (2 of 2)

17. Probabilistic reasoning

18. Causality

19. Naïve Bayes (1 of 3)

20. Naïve Bayes (2 of 3)

21. Naïve Bayes (3 of 3)

22. APIs

23. kNN (1 of 2)

24. kNN (2 of 2)

25. Two key ML principles

26. Feature selection

27. Association Analysis

28. “Special” data types

29. Ancillary Material

30. Submit ancillary resource

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Tags: Stephen Davies, Crystal Ball Instruction, Data Science