dsfs 00 contents

table of contents

1. intro

2. python

3. viz

4. linear algebra

5. statistics

6. probability

7. hypothesis and inference

8. gradient descent

9. getting data

10. working with data

11. machine learning

12. k-nearest neighbors

13. naive bayes

14. simple linear regression

15. multiple regression

16. logistic regression

17. decision trees

18. neural networks

19. clustering

20. nlp

21. network analysis

22. recommender systems

23. databases and sql

24. mapreduce

25. go forth