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[GigaCourse.Com] Udemy - Math for Data Science Masterclass
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2023-1-24 13:52
2024-12-3 18:22
163
4.05 GB
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磁力链接
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GigaCourse
Com
Udemy
-
Math
for
Data
Science
Masterclass
文件列表
1. Introduction/2. Course Overview and Curriculum.mp4
23.7MB
10. Hypothesis Testing/1. Introduction to Hypothesis Testing.mp4
94.17MB
10. Hypothesis Testing/2. Inferential Statistics and Hypotheses.mp4
54.37MB
10. Hypothesis Testing/3. Significance Level and Type I and II Errors.mp4
69.05MB
10. Hypothesis Testing/4. Test Statistics for One- and Two-Tailed Tests.mp4
77.46MB
10. Hypothesis Testing/5. The p-Value and Rejecting the Null.mp4
155.57MB
10. Hypothesis Testing/6. AB Testing.mp4
74.98MB
11. Regression/1. Introduction to Regression.mp4
60.69MB
11. Regression/2. Scatterplots and Regression.mp4
29.95MB
11. Regression/3. Correlation Coefficient and the Residual.mp4
111.58MB
11. Regression/4. Coefficient of Determination and the RMSE.mp4
75.06MB
11. Regression/5. Chi-Square Tests.mp4
106.63MB
11. Regression/6. ANOVA.mp4
127.06MB
2. Core Data Concepts/1. Introduction to Core Data Concepts.mp4
85.84MB
2. Core Data Concepts/2. Measurements of Central Tendency - Mean, Median, and Mode.mp4
90.85MB
2. Core Data Concepts/3. Measurements of Dispersion - Variance and Standard Deviation.mp4
64.83MB
2. Core Data Concepts/4. Quartiles and IQR.mp4
65.4MB
3. Visualizing Data/1. Introduction to Visualizing Data.mp4
93.33MB
3. Visualizing Data/2. Scatter Plots.mp4
105.81MB
3. Visualizing Data/3. Line Plots.mp4
32.36MB
3. Visualizing Data/4. Distribution Plots - Histograms.mp4
33.45MB
3. Visualizing Data/5. Categorical Plots - Bar Plots.mp4
20.76MB
3. Visualizing Data/6. CategoricalDistribution Plots - Box and Whisker Plots.mp4
22.21MB
3. Visualizing Data/7. Other Plot Types - Violin Plot, KDE Plot.mp4
38.17MB
3. Visualizing Data/8. Common Plot Pitfalls.mp4
42.06MB
4. Combinatorics/1. Introduction to Combinatorics.mp4
60.1MB
4. Combinatorics/2. Factorials.mp4
44.06MB
4. Combinatorics/3. Permutations.mp4
28.99MB
4. Combinatorics/4. Combinations.mp4
54.94MB
5. Probability/1. Introduction to Probability.mp4
120.48MB
5. Probability/2. Probability, Law of Large Numbers, Experimental vs. Expected.mp4
76.7MB
5. Probability/3. The Addition Rule, Union and Intersection, Venn Diagrams.mp4
97.07MB
5. Probability/4. Conditional Probability, Independent and Dependent.mp4
65.57MB
5. Probability/5. Bayes' Theorem.mp4
49.65MB
5. Probability/6. Discrete Probability.mp4
101.81MB
5. Probability/7. Transforming Random Variables.mp4
122.67MB
5. Probability/8. Combinations of Random Variables.mp4
66.49MB
6. Joint Distributions/1. Introduction to Joint Distributions.mp4
102.54MB
6. Joint Distributions/2. Covariance.mp4
70.9MB
6. Joint Distributions/3. Pearson Correlation Coefficient.mp4
82.71MB
7. Data Distributions/1. Introduction to Data Distributions.mp4
86.38MB
7. Data Distributions/2. Probability Mass Functions.mp4
46.85MB
7. Data Distributions/3. Discrete Uniform Distribution - Dice Roll.mp4
20.01MB
7. Data Distributions/4. Probability Density Functions.mp4
68.01MB
7. Data Distributions/5. Continuous Uniform Distribution - Voltage.mp4
33.31MB
7. Data Distributions/6. Cumulative Distribution Functions.mp4
47.45MB
7. Data Distributions/7. Binomial Distribution.mp4
103.77MB
7. Data Distributions/8. Bernoulli Distribution.mp4
51.77MB
7. Data Distributions/9. Poisson Distribution.mp4
68.83MB
8. The Normal Distribution/1. Introduction to The Normal Distribution.mp4
84.42MB
8. The Normal Distribution/2. Mean, Variance, and Standard Deviation.mp4
52.66MB
8. The Normal Distribution/3. Normal Distribution.mp4
59.5MB
8. The Normal Distribution/4. Standard Normal Distribution.mp4
25.74MB
8. The Normal Distribution/5. Z-Scores.mp4
126.53MB
9. Sampling/1. Introduction to Sampling.mp4
68.5MB
9. Sampling/2. Sampling and Bias.mp4
101.82MB
9. Sampling/3. The Central Limit Theorem.mp4
76.06MB
9. Sampling/4. The Student's t-Distribution.mp4
44.06MB
9. Sampling/5. Confidence Interval for the Mean.mp4
85.32MB
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