P1. 01 Course Info.flv
P2. 02 C1-1 Introductionpart I.flv
P3. 03 C1-2 Introductionpart II.flv
P4. 04 C1-3 Introductionpart Ⅲ.flv
P5. 05 C2-1 Foundations of Statistical Learning Part I.flv
P6. 06 C2-2 Foundations of Statistical Learning Part II.flv
P7. 07 C2-3 Foundations of Statistical Learning Part Ⅲ.flv
P8. 08 C2-4 Foundations of Statistical Learning Part IV.flv
P9. 09 C3-1 Regression Part I.flv
P10. 10 C3-2 Regression Part II.flv
P11. 11 C3-3 Regression Part III.flv
P12. 12 C4-1 The Truth About P-Values Part I.flv
P13. 13 C4-2 The Truth About P-Values Part II.flv
P14. 14 C5-1 Classification and Discrete Choice Part I.flv
P15. 15 C5-2 Classification and Discrete Choice Part II.flv
P16. 16 C5-3 Classification and Discrete Choice Part III.flv
P17. 17 C5-4 Classification and Discrete Choice Part IV.flv
P18. 18 C5-5 Classification and Discrete Choice Part V.flv
P19. 19 C6-1 Model Selection and Regularization Part I.flv
P20. 20 C6-2 Model Selection and Regularization Part II.flv
P21. 21 C6-3 Model Selection and Regularization Part III.flv
P22. 22 C6-4 Model Selection and Regularization Part IV.flv
P23. 23 C7-1 Decision Trees and Ensemble Methods Part I.flv
P24. 24 C7-2 Decision Trees and Ensemble Methods Part II.flv
P25. 25 C7-3 Decision Trees and Ensemble Methods Part III.flv
P26. 26 C7-4 Decision Trees and Ensemble Methods Part IV.flv
P27. 27 C8-1 Foundations of Causal Inference Part I.flv
P28. 28 C8-2 Foundations of Causal Inference Part II.flv
P29. 29 C8-3 Foundations of Causal Inference Part III.flv
P30. 30 C8-4 Foundations of Causal Inference Part IV.flv
P31. 31 C8-5 Foundations of Causal Inference Part V.flv
P32. 32 C8-6 Foundations of Causal Inference Part VI.flv
P33. 33 C8-7 Foundations of Causal Inference Part VII.flv
P34. 34 C9 Regression for Causal Inference FINAL.flv