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