[GigaCourse.Com] Udemy - Master statistics & machine learning - intuition, math, code


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File Size:   13.15 GB
Creat Time:   2024-05-21
Active Degree:   132
Last Active:   2024-11-16
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File List

  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