master-statistics-and-machine-learning-intuition-math-code

1. 06 Descriptive statistics/039 Code_ data from different distributions.ia.mp4 303.53 MB
2. 06 Descriptive statistics/039 Code_ data from different distributions.mp4 303.53 MB
3. 16 Clustering and dimension-reduction/193 Code_ dbscan.ia.mp4 288.67 MB
4. 16 Clustering and dimension-reduction/193 Code_ dbscan.mp4 288.67 MB
5. 12 Correlation/140 Code_ correlation matrix.ia.mp4 282.78 MB
6. 12 Correlation/140 Code_ correlation matrix.mp4 282.78 MB
7. 06 Descriptive statistics/047 Code_ Computing dispersion.ia.mp4 266.53 MB
8. 06 Descriptive statistics/047 Code_ Computing dispersion.mp4 266.53 MB
9. 10 The t-test family/126 Code_ permutation testing.ia.mp4 241.29 MB
10. 10 The t-test family/126 Code_ permutation testing.mp4 241.29 MB
11. 16 Clustering and dimension-reduction/189 Code_ k-means clustering.ia.mp4 230.73 MB
12. 16 Clustering and dimension-reduction/189 Code_ k-means clustering.mp4 230.73 MB
13. 12 Correlation/137 Code_ correlation coefficient.ia.mp4 214.64 MB
14. 12 Correlation/137 Code_ correlation coefficient.mp4 214.64 MB
15. 10 The t-test family/119 Code_ Two-samples t-test.ia.mp4 211.61 MB
16. 10 The t-test family/119 Code_ Two-samples t-test.mp4 211.61 MB
17. 12 Correlation/152 Code_ Kendall correlation.ia.mp4 184.47 MB
18. 12 Correlation/152 Code_ Kendall correlation.mp4 184.47 MB
19. 13 Analysis of Variance (ANOVA)/163 Code_ One-way ANOVA (independent samples).ia.mp4 172.94 MB
20. 13 Analysis of Variance (ANOVA)/163 Code_ One-way ANOVA (independent samples).mp4 172.94 MB
21. 14 Regression/175 Code_ Multiple regression.ia.mp4 171.33 MB
22. 14 Regression/175 Code_ Multiple regression.mp4 171.33 MB
23. 08 Probability theory/098 Code_ Law of Large Numbers in action.ia.mp4 165.91 MB
24. 08 Probability theory/098 Code_ Law of Large Numbers in action.mp4 165.91 MB
25. 10 The t-test family/122 Code_ Signed-rank test.ia.mp4 162.12 MB
26. 10 The t-test family/122 Code_ Signed-rank test.mp4 162.12 MB
27. 10 The t-test family/116 Code_ One-sample t-test.ia.mp4 158.23 MB
28. 10 The t-test family/116 Code_ One-sample t-test.mp4 158.23 MB
29. 08 Probability theory/092 Code_ sampling variability.ia.mp4 155.12 MB
30. 08 Probability theory/092 Code_ sampling variability.mp4 155.12 MB
31. 11 Confidence intervals on parameters/130 Code_ compute confidence intervals by formula.ia.mp4 149.63 MB
32. 11 Confidence intervals on parameters/130 Code_ compute confidence intervals by formula.mp4 149.63 MB
33. 13 Analysis of Variance (ANOVA)/156 ANOVA intro, part1.ia.mp4 137.94 MB
34. 13 Analysis of Variance (ANOVA)/156 ANOVA intro, part1.mp4 137.94 MB
35. 07 Data normalizations and outliers/070 Code_ z-score for outlier removal.ia.mp4 137.22 MB
36. 07 Data normalizations and outliers/070 Code_ z-score for outlier removal.mp4 137.22 MB
37. 08 Probability theory/081 Code_ compute probabilities.ia.mp4 137.11 MB
38. 08 Probability theory/081 Code_ compute probabilities.mp4 137.11 MB
39. 11 Confidence intervals on parameters/132 Code_ bootstrapping confidence intervals.ia.mp4 136.76 MB
40. 11 Confidence intervals on parameters/132 Code_ bootstrapping confidence intervals.mp4 136.76 MB
41. 12 Correlation/138 Code_ Simulate data with specified correlation.ia.mp4 136.21 MB
42. 12 Correlation/138 Code_ Simulate data with specified correlation.mp4 136.21 MB
43. 08 Probability theory/084 Probability mass vs. density.ia.mp4 134.39 MB
44. 08 Probability theory/084 Probability mass vs. density.mp4 134.39 MB
45. 05 Visualizing data/028 Code_ histograms.ia.mp4 133.75 MB
46. 05 Visualizing data/028 Code_ histograms.mp4 133.75 MB
47. 09 Hypothesis testing/105 P-values_ definition, tails, and misinterpretations.ia.mp4 131.88 MB
48. 09 Hypothesis testing/105 P-values_ definition, tails, and misinterpretations.mp4 131.88 MB
49. 14 Regression/177 Code_ polynomial modeling.ia.mp4 129.33 MB
50. 14 Regression/177 Code_ polynomial modeling.mp4 129.33 MB