GetFreeCourses.Co-Udemy-Master statistics & machine learning - intuition, math, code

1. 06 - Descriptive statistics/004 Code_ data from different distributions.mp4 310.39 MB
2. 16 - Clustering and dimension-reduction/006 Code_ dbscan.mp4 295.04 MB
3. 12 - Correlation/006 Code_ correlation matrix.mp4 289.26 MB
4. 06 - Descriptive statistics/012 Code_ Computing dispersion.mp4 272.48 MB
5. 18 - A real-world data journey/007 Python_ Import and clean the marriage data.mp4 255.81 MB
6. 10 - The t-test family/013 Code_ permutation testing.mp4 246.68 MB
7. 16 - Clustering and dimension-reduction/002 Code_ k-means clustering.mp4 235.87 MB
8. 12 - Correlation/003 Code_ correlation coefficient.mp4 219.27 MB
9. 10 - The t-test family/006 Code_ Two-samples t-test.mp4 216.42 MB
10. 18 - A real-world data journey/003 MATLAB_ Import and clean the marriage data.mp4 206.12 MB
11. 12 - Correlation/018 Code_ Kendall correlation.mp4 188.64 MB
12. 16 - Clustering and dimension-reduction/011 Code_ PCA.mp4 179.30 MB
13. 13 - Analysis of Variance (ANOVA)/008 Code_ One-way ANOVA (independent samples).mp4 176.87 MB
14. 14 - Regression/009 Code_ Multiple regression.mp4 175.06 MB
15. 08 - Probability theory/021 Code_ Law of Large Numbers in action.mp4 169.58 MB
16. 10 - The t-test family/009 Code_ Signed-rank test.mp4 165.73 MB
17. 10 - The t-test family/003 Code_ One-sample t-test.mp4 161.75 MB
18. 08 - Probability theory/015 Code_ sampling variability.mp4 158.46 MB
19. 08 - Probability theory/004 Code_ compute probabilities.mp4 151.96 MB
20. 13 - Analysis of Variance (ANOVA)/001 ANOVA intro, part1.mp4 141.02 MB
21. 18 - A real-world data journey/008 Python_ Import the divorce data.mp4 140.43 MB
22. 07 - Data normalizations and outliers/010 Code_ z-score for outlier removal.mp4 140.18 MB
23. 11 - Confidence intervals on parameters/005 Code_ bootstrapping confidence intervals.mp4 140.00 MB
24. 08 - Probability theory/007 Probability mass vs. density.mp4 137.35 MB
25. 05 - Visualizing data/007 Code_ histograms.mp4 136.69 MB
26. 14 - Regression/011 Code_ polynomial modeling.mp4 132.18 MB
27. 08 - Probability theory/012 Creating sample estimate distributions.mp4 127.85 MB
28. 14 - Regression/015 Under- and over-fitting.mp4 123.76 MB
29. 12 - Correlation/001 Motivation and description of correlation.mp4 121.27 MB
30. 06 - Descriptive statistics/019 Code_ Histogram bins.mp4 120.95 MB
31. 18 - A real-world data journey/009 Python_ Inferential statistics.mp4 118.31 MB
32. 08 - Probability theory/018 Code_ conditional probabilities.mp4 117.85 MB
33. 13 - Analysis of Variance (ANOVA)/011 Code_ Two-way mixed ANOVA.mp4 116.90 MB
34. 18 - A real-world data journey/006 MATLAB_ Inferential statistics.mp4 116.24 MB
35. 16 - Clustering and dimension-reduction/009 Code_ KNN.mp4 110.94 MB
36. 12 - Correlation/010 Code_ partial correlation.mp4 110.87 MB
37. 17 - Signal detection theory/006 F-score.mp4 109.83 MB
38. 09 - Hypothesis testing/004 P-values_ definition, tails, and misinterpretations.mp4 109.02 MB
39. 08 - Probability theory/014 Sampling variability, noise, and other annoyances.mp4 108.63 MB
40. 06 - Descriptive statistics/021 Code_ violin plots.mp4 107.48 MB
41. 13 - Analysis of Variance (ANOVA)/006 The two-way ANOVA.mp4 106.89 MB
42. 12 - Correlation/022 Code_ Cosine similarity vs. Pearson correlation.mp4 104.64 MB
43. 16 - Clustering and dimension-reduction/005 Clustering via dbscan.mp4 102.71 MB
44. 05 - Visualizing data/002 Code_ bar plots.mp4 102.43 MB
45. 06 - Descriptive statistics/024 Code_ entropy.mp4 99.08 MB
46. 18 - A real-world data journey/004 MATLAB_ Import the divorce data.mp4 98.60 MB
47. 08 - Probability theory/010 Code_ cdfs and pdfs.mp4 98.24 MB
48. 11 - Confidence intervals on parameters/003 Code_ compute confidence intervals by formula.mp4 96.56 MB
49. 10 - The t-test family/005 Two-samples t-test.mp4 96.06 MB
50. 08 - Probability theory/023 Code_ the CLT in action.mp4 95.56 MB