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[GigaCourse.Com] Udemy - Math for Data Science Masterclass

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视频 2023-1-24 13:52 2024-12-3 18:22 163 4.05 GB 59
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文件列表
  1. 1. Introduction/2. Course Overview and Curriculum.mp423.7MB
  2. 10. Hypothesis Testing/1. Introduction to Hypothesis Testing.mp494.17MB
  3. 10. Hypothesis Testing/2. Inferential Statistics and Hypotheses.mp454.37MB
  4. 10. Hypothesis Testing/3. Significance Level and Type I and II Errors.mp469.05MB
  5. 10. Hypothesis Testing/4. Test Statistics for One- and Two-Tailed Tests.mp477.46MB
  6. 10. Hypothesis Testing/5. The p-Value and Rejecting the Null.mp4155.57MB
  7. 10. Hypothesis Testing/6. AB Testing.mp474.98MB
  8. 11. Regression/1. Introduction to Regression.mp460.69MB
  9. 11. Regression/2. Scatterplots and Regression.mp429.95MB
  10. 11. Regression/3. Correlation Coefficient and the Residual.mp4111.58MB
  11. 11. Regression/4. Coefficient of Determination and the RMSE.mp475.06MB
  12. 11. Regression/5. Chi-Square Tests.mp4106.63MB
  13. 11. Regression/6. ANOVA.mp4127.06MB
  14. 2. Core Data Concepts/1. Introduction to Core Data Concepts.mp485.84MB
  15. 2. Core Data Concepts/2. Measurements of Central Tendency - Mean, Median, and Mode.mp490.85MB
  16. 2. Core Data Concepts/3. Measurements of Dispersion - Variance and Standard Deviation.mp464.83MB
  17. 2. Core Data Concepts/4. Quartiles and IQR.mp465.4MB
  18. 3. Visualizing Data/1. Introduction to Visualizing Data.mp493.33MB
  19. 3. Visualizing Data/2. Scatter Plots.mp4105.81MB
  20. 3. Visualizing Data/3. Line Plots.mp432.36MB
  21. 3. Visualizing Data/4. Distribution Plots - Histograms.mp433.45MB
  22. 3. Visualizing Data/5. Categorical Plots - Bar Plots.mp420.76MB
  23. 3. Visualizing Data/6. CategoricalDistribution Plots - Box and Whisker Plots.mp422.21MB
  24. 3. Visualizing Data/7. Other Plot Types - Violin Plot, KDE Plot.mp438.17MB
  25. 3. Visualizing Data/8. Common Plot Pitfalls.mp442.06MB
  26. 4. Combinatorics/1. Introduction to Combinatorics.mp460.1MB
  27. 4. Combinatorics/2. Factorials.mp444.06MB
  28. 4. Combinatorics/3. Permutations.mp428.99MB
  29. 4. Combinatorics/4. Combinations.mp454.94MB
  30. 5. Probability/1. Introduction to Probability.mp4120.48MB
  31. 5. Probability/2. Probability, Law of Large Numbers, Experimental vs. Expected.mp476.7MB
  32. 5. Probability/3. The Addition Rule, Union and Intersection, Venn Diagrams.mp497.07MB
  33. 5. Probability/4. Conditional Probability, Independent and Dependent.mp465.57MB
  34. 5. Probability/5. Bayes' Theorem.mp449.65MB
  35. 5. Probability/6. Discrete Probability.mp4101.81MB
  36. 5. Probability/7. Transforming Random Variables.mp4122.67MB
  37. 5. Probability/8. Combinations of Random Variables.mp466.49MB
  38. 6. Joint Distributions/1. Introduction to Joint Distributions.mp4102.54MB
  39. 6. Joint Distributions/2. Covariance.mp470.9MB
  40. 6. Joint Distributions/3. Pearson Correlation Coefficient.mp482.71MB
  41. 7. Data Distributions/1. Introduction to Data Distributions.mp486.38MB
  42. 7. Data Distributions/2. Probability Mass Functions.mp446.85MB
  43. 7. Data Distributions/3. Discrete Uniform Distribution - Dice Roll.mp420.01MB
  44. 7. Data Distributions/4. Probability Density Functions.mp468.01MB
  45. 7. Data Distributions/5. Continuous Uniform Distribution - Voltage.mp433.31MB
  46. 7. Data Distributions/6. Cumulative Distribution Functions.mp447.45MB
  47. 7. Data Distributions/7. Binomial Distribution.mp4103.77MB
  48. 7. Data Distributions/8. Bernoulli Distribution.mp451.77MB
  49. 7. Data Distributions/9. Poisson Distribution.mp468.83MB
  50. 8. The Normal Distribution/1. Introduction to The Normal Distribution.mp484.42MB
  51. 8. The Normal Distribution/2. Mean, Variance, and Standard Deviation.mp452.66MB
  52. 8. The Normal Distribution/3. Normal Distribution.mp459.5MB
  53. 8. The Normal Distribution/4. Standard Normal Distribution.mp425.74MB
  54. 8. The Normal Distribution/5. Z-Scores.mp4126.53MB
  55. 9. Sampling/1. Introduction to Sampling.mp468.5MB
  56. 9. Sampling/2. Sampling and Bias.mp4101.82MB
  57. 9. Sampling/3. The Central Limit Theorem.mp476.06MB
  58. 9. Sampling/4. The Student's t-Distribution.mp444.06MB
  59. 9. Sampling/5. Confidence Interval for the Mean.mp485.32MB
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