FreeCourseSite com Udemy - Math for Data Science Masterclass

1. 1 - Introduction/2 - Course Overview and Curriculum.mp423.69MB
2. 10 - Hypothesis Testing/55 - Introduction to Hypothesis Testing.mp494.25MB
3. 10 - Hypothesis Testing/56 - Inferential Statistics and Hypotheses.mp433.66MB
4. 10 - Hypothesis Testing/57 - Significance Level and Type I and II Errors.mp446.32MB
5. 10 - Hypothesis Testing/58 - Test Statistics for One and TwoTailed Tests.mp447.33MB
6. 10 - Hypothesis Testing/59 - The pValue and Rejecting the Null.mp486.15MB
7. 10 - Hypothesis Testing/60 - AB Testing.mp446.23MB
8. 11 - Regression/62 - Introduction to Regression.mp443.9MB
9. 11 - Regression/63 - Scatterplots and Regression.mp420.72MB
10. 11 - Regression/64 - Correlation Coefficient and the Residual.mp468.58MB
11. 11 - Regression/65 - Coefficient of Determination and the RMSE.mp458.21MB
12. 11 - Regression/66 - ChiSquare Tests.mp461.51MB
13. 11 - Regression/67 - ANOVA.mp482.53MB
14. 2 - Core Data Concepts/3 - Introduction to Core Data Concepts.mp485.84MB
15. 2 - Core Data Concepts/4 - Measurements of Central Tendency Mean Median and Mode.mp464.2MB
16. 2 - Core Data Concepts/5 - Measurements of Dispersion Variance and Standard Deviation.mp446.09MB
17. 2 - Core Data Concepts/6 - Quartiles and IQR.mp444.11MB
18. 3 - Visualizing Data/10 - Distribution Plots Histograms.mp422.93MB
19. 3 - Visualizing Data/11 - Categorical Plots Bar Plots.mp413.78MB
20. 3 - Visualizing Data/12 - CategoricalDistribution Plots Box and Whisker Plots.mp415.34MB
21. 3 - Visualizing Data/13 - Other Plot Types Violin Plot KDE Plot.mp425.44MB
22. 3 - Visualizing Data/14 - Common Plot Pitfalls.mp427.38MB
23. 3 - Visualizing Data/7 - Introduction to Visualizing Data.mp467.72MB
24. 3 - Visualizing Data/8 - Scatter Plots.mp479.57MB
25. 3 - Visualizing Data/9 - Line Plots.mp422.26MB
26. 4 - Combinatorics/15 - Introduction to Combinatorics.mp460.1MB
27. 4 - Combinatorics/16 - Factorials.mp430.25MB
28. 4 - Combinatorics/17 - Permutations.mp419.96MB
29. 4 - Combinatorics/18 - Combinations.mp437.36MB
30. 5 - Probability/20 - Introduction to Probability.mp4120.65MB
31. 5 - Probability/21 - Probability Law of Large Numbers Experimental vs Expected.mp476.7MB
32. 5 - Probability/22 - The Addition Rule Union and Intersection Venn Diagrams.mp461.8MB
33. 5 - Probability/23 - Conditional Probability Independent and Dependent.mp441.53MB
34. 5 - Probability/24 - Bayes Theorem.mp432.78MB
35. 5 - Probability/25 - Discrete Probability.mp469.49MB
36. 5 - Probability/26 - Transforming Random Variables.mp476.69MB
37. 5 - Probability/27 - Combinations of Random Variables.mp446.29MB
38. 6 - Joint Distributions/29 - Introduction to Joint Distributions.mp474.43MB
39. 6 - Joint Distributions/30 - Covariance.mp450.36MB
40. 6 - Joint Distributions/31 - Pearson Correlation Coefficient.mp455.19MB
41. 7 - Data Distributions/33 - Introduction to Data Distributions.mp461.96MB
42. 7 - Data Distributions/34 - Probability Mass Functions.mp435.4MB
43. 7 - Data Distributions/35 - Discrete Uniform Distribution Dice Roll.mp413.5MB
44. 7 - Data Distributions/36 - Probability Density Functions.mp446.38MB
45. 7 - Data Distributions/37 - Continuous Uniform Distribution Voltage.mp421.91MB
46. 7 - Data Distributions/38 - Cumulative Distribution Functions.mp430.99MB
47. 7 - Data Distributions/39 - Binomial Distribution.mp463.57MB
48. 7 - Data Distributions/40 - Bernoulli Distribution.mp433.75MB
49. 7 - Data Distributions/41 - Poisson Distribution.mp441.45MB
50. 8 - The Normal Distribution/43 - Introduction to The Normal Distribution.mp486.19MB
51. 8 - The Normal Distribution/44 - Mean Variance and Standard Deviation.mp437.31MB
52. 8 - The Normal Distribution/45 - Normal Distribution.mp443.49MB
53. 8 - The Normal Distribution/46 - Standard Normal Distribution.mp418.83MB
54. 8 - The Normal Distribution/47 - ZScores.mp4100.95MB
55. 9 - Sampling/49 - Introduction to Sampling.mp450.82MB
56. 9 - Sampling/50 - Sampling and Bias.mp469.93MB
57. 9 - Sampling/51 - The Central Limit Theorem.mp455.68MB
58. 9 - Sampling/52 - The Students tDistribution.mp433.81MB
59. 9 - Sampling/53 - Confidence Interval for the Mean.mp456.49MB