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种子名称： [GigaCourse.Com] Udemy - Math for Data Science Masterclass
文件类型： 视频
文件数目： 59个文件
文件大小： 4.05 GB
收录时间： 2023-1-24 13:52
已经下载： 3次
资源热度： 172
最近下载： 2024-12-27 03:24

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

1. Introduction/2. Course Overview and Curriculum.mp423.7MB

10. Hypothesis Testing/1. Introduction to Hypothesis Testing.mp494.17MB

10. Hypothesis Testing/2. Inferential Statistics and Hypotheses.mp454.37MB

10. Hypothesis Testing/3. Significance Level and Type I and II Errors.mp469.05MB

10. Hypothesis Testing/4. Test Statistics for One- and Two-Tailed Tests.mp477.46MB

10. Hypothesis Testing/5. The p-Value and Rejecting the Null.mp4155.57MB

10. Hypothesis Testing/6. AB Testing.mp474.98MB

11. Regression/1. Introduction to Regression.mp460.69MB

11. Regression/2. Scatterplots and Regression.mp429.95MB

11. Regression/3. Correlation Coefficient and the Residual.mp4111.58MB

11. Regression/4. Coefficient of Determination and the RMSE.mp475.06MB

11. Regression/5. Chi-Square Tests.mp4106.63MB

11. Regression/6. ANOVA.mp4127.06MB

2. Core Data Concepts/1. Introduction to Core Data Concepts.mp485.84MB

2. Core Data Concepts/2. Measurements of Central Tendency - Mean, Median, and Mode.mp490.85MB

2. Core Data Concepts/3. Measurements of Dispersion - Variance and Standard Deviation.mp464.83MB

2. Core Data Concepts/4. Quartiles and IQR.mp465.4MB

3. Visualizing Data/1. Introduction to Visualizing Data.mp493.33MB

3. Visualizing Data/2. Scatter Plots.mp4105.81MB

3. Visualizing Data/3. Line Plots.mp432.36MB

3. Visualizing Data/4. Distribution Plots - Histograms.mp433.45MB

3. Visualizing Data/5. Categorical Plots - Bar Plots.mp420.76MB

3. Visualizing Data/6. CategoricalDistribution Plots - Box and Whisker Plots.mp422.21MB

3. Visualizing Data/7. Other Plot Types - Violin Plot, KDE Plot.mp438.17MB

3. Visualizing Data/8. Common Plot Pitfalls.mp442.06MB

4. Combinatorics/1. Introduction to Combinatorics.mp460.1MB

4. Combinatorics/2. Factorials.mp444.06MB

4. Combinatorics/3. Permutations.mp428.99MB

4. Combinatorics/4. Combinations.mp454.94MB

5. Probability/1. Introduction to Probability.mp4120.48MB

5. Probability/2. Probability, Law of Large Numbers, Experimental vs. Expected.mp476.7MB

5. Probability/3. The Addition Rule, Union and Intersection, Venn Diagrams.mp497.07MB

5. Probability/4. Conditional Probability, Independent and Dependent.mp465.57MB

5. Probability/5. Bayes' Theorem.mp449.65MB

5. Probability/6. Discrete Probability.mp4101.81MB

5. Probability/7. Transforming Random Variables.mp4122.67MB

5. Probability/8. Combinations of Random Variables.mp466.49MB

6. Joint Distributions/1. Introduction to Joint Distributions.mp4102.54MB

6. Joint Distributions/2. Covariance.mp470.9MB

6. Joint Distributions/3. Pearson Correlation Coefficient.mp482.71MB

7. Data Distributions/1. Introduction to Data Distributions.mp486.38MB

7. Data Distributions/2. Probability Mass Functions.mp446.85MB

7. Data Distributions/3. Discrete Uniform Distribution - Dice Roll.mp420.01MB

7. Data Distributions/4. Probability Density Functions.mp468.01MB

7. Data Distributions/5. Continuous Uniform Distribution - Voltage.mp433.31MB

7. Data Distributions/6. Cumulative Distribution Functions.mp447.45MB

7. Data Distributions/7. Binomial Distribution.mp4103.77MB

7. Data Distributions/8. Bernoulli Distribution.mp451.77MB

7. Data Distributions/9. Poisson Distribution.mp468.83MB

8. The Normal Distribution/1. Introduction to The Normal Distribution.mp484.42MB

8. The Normal Distribution/2. Mean, Variance, and Standard Deviation.mp452.66MB

8. The Normal Distribution/3. Normal Distribution.mp459.5MB

8. The Normal Distribution/4. Standard Normal Distribution.mp425.74MB

8. The Normal Distribution/5. Z-Scores.mp4126.53MB

9. Sampling/1. Introduction to Sampling.mp468.5MB

9. Sampling/2. Sampling and Bias.mp4101.82MB

9. Sampling/3. The Central Limit Theorem.mp476.06MB

9. Sampling/4. The Student's t-Distribution.mp444.06MB

9. Sampling/5. Confidence Interval for the Mean.mp485.32MB