[ FreeCourseWeb.com ] Udemy - Bayesian Statistics - A Step-by-step Introduction

File Name

Size

Get Bonus Downloads Here.url

183 B

~Get Your Files Here !/1. Probability Basics/1. Introduction Video.mp4

15 MB

~Get Your Files Here !/1. Probability Basics/2. Welcome.html

1.7 kB

~Get Your Files Here !/1. Probability Basics/3. Probability, Complements, Venn Diagrams.mp4

55 MB

~Get Your Files Here !/1. Probability Basics/4. Law of Total Probability.mp4

36 MB

~Get Your Files Here !/1. Probability Basics/5. Conditional Probability.mp4

64 MB

~Get Your Files Here !/1. Probability Basics/6. Multiplication Rule and Independence.mp4

62 MB

~Get Your Files Here !/1. Probability Basics/7. Probability Quiz.html

125 B

~Get Your Files Here !/1. Probability Basics/8. Probability Extra Practice Problems.html

129 B

~Get Your Files Here !/1. Probability Basics/8.1 Bayesian_Homework_1.pdf

107 kB

~Get Your Files Here !/2. Bayes' Rule/1. Bayes' Rule Introduction.mp4

63 MB

~Get Your Files Here !/2. Bayes' Rule/2. Medical Testing Problem.mp4

59 MB

~Get Your Files Here !/2. Bayes' Rule/3. Predictive Distributions and Flow Charts.mp4

40 MB

~Get Your Files Here !/2. Bayes' Rule/4. Two Coins.mp4

54 MB

~Get Your Files Here !/2. Bayes' Rule/5. Multiple Observations.mp4

47 MB

~Get Your Files Here !/2. Bayes' Rule/6. Normalizing Constants and Proportionality.mp4

62 MB

~Get Your Files Here !/2. Bayes' Rule/7. Bayes Rule Quiz.html

125 B

~Get Your Files Here !/2. Bayes' Rule/8. Bayes' Rule Extra Practice Problems.html

129 B

~Get Your Files Here !/2. Bayes' Rule/8.1 Bayes_Rule_Practice.pdf

89 kB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/1. Continuous Priors and the Uniform Distribution.mp4

67 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/10. Predictive Distribution.mp4

62 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/11. Continuous Uniform Distribution Quiz.html

125 B

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/2. Likelihood and Random Variables.mp4

72 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/3. Posterior Distribution One Observation.mp4

65 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/4. Posterior Probability Calculation.mp4

23 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/5. Posterior Distribution Two Observations.mp4

57 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/6. CDFs and Inverse CDFs.mp4

92 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/7. Credible Intervals.mp4

68 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/8. Mean, Median, Mode.mp4

62 MB

~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/9. Point Estimates.mp4

80 MB

~Get Your Files Here !/4. Beta-Binomial Family/1. Binomial Random Variables.mp4

101 MB

~Get Your Files Here !/4. Beta-Binomial Family/10. Recap of Priors, Posteriors, Likelihoods, Predictive Distributions.mp4

37 MB

~Get Your Files Here !/4. Beta-Binomial Family/11. Example Beta-Binomial Problem with R.mp4

106 MB

~Get Your Files Here !/4. Beta-Binomial Family/11.1 BayesianBeta-BinomialRExercise.qmd

8.6 kB

~Get Your Files Here !/4. Beta-Binomial Family/11.2 Python_BetaBinomial.ipynb

83 kB

~Get Your Files Here !/4. Beta-Binomial Family/12. Example Beta-Binomial Problem with Stan.mp4

90 MB

~Get Your Files Here !/4. Beta-Binomial Family/12.1 BayesianBeta-BinomialRExercise.qmd

8.6 kB

~Get Your Files Here !/4. Beta-Binomial Family/12.2 Python_BetaBinomial.ipynb

83 kB

~Get Your Files Here !/4. Beta-Binomial Family/13. Drawbacks of Conjugate Priors.mp4

34 MB

~Get Your Files Here !/4. Beta-Binomial Family/2. Prior The Beta Distribution.mp4

87 MB

~Get Your Files Here !/4. Beta-Binomial Family/3. Finding prior and posterior probabilities with the Beta CDF.mp4

20 MB

~Get Your Files Here !/4. Beta-Binomial Family/4. How do the hyperparameters change the prior.mp4

27 MB

~Get Your Files Here !/4. Beta-Binomial Family/5. Posterior Distribution What are Conjugate Priors.mp4

118 MB

~Get Your Files Here !/4. Beta-Binomial Family/6. Credible Intervals.mp4

49 MB

~Get Your Files Here !/4. Beta-Binomial Family/7. Point Estimates.mp4

37 MB

~Get Your Files Here !/4. Beta-Binomial Family/8. Predictive Distribution Beta-Binomial.mp4

43 MB

~Get Your Files Here !/4. Beta-Binomial Family/9. Beta Distribution Quiz.html

125 B

~Get Your Files Here !/5. Poisson - Gamma/1. Likelihood Poisson Distribution.mp4

76 MB

~Get Your Files Here !/5. Poisson - Gamma/2. Gamma Distribution and Choosing Hyperparameters.mp4

112 MB

~Get Your Files Here !/5. Poisson - Gamma/3. Posterior Distribution.mp4

65 MB

~Get Your Files Here !/5. Poisson - Gamma/4. Posterior Calculation Example 2.mp4

22 MB

~Get Your Files Here !/5. Poisson - Gamma/5. Credible Interval and Point Estimates.mp4

31 MB

~Get Your Files Here !/5. Poisson - Gamma/6. Predictive Distribution Negative Binomial.mp4

33 MB

~Get Your Files Here !/5. Poisson - Gamma/7. Poisson - Gamma Quiz.html

125 B

~Get Your Files Here !/5. Poisson - Gamma/8. Example Poisson-Gamma Problem with R and Stan.mp4

108 MB

~Get Your Files Here !/5. Poisson - Gamma/8.1 BayesianPoisson-GammaRexample.qmd

6.0 kB

~Get Your Files Here !/5. Poisson - Gamma/8.2 PoissonGammaPython.ipynb

9.8 kB

~Get Your Files Here !/6. Normal - Normal/1. Normal Distribution.mp4

68 MB

~Get Your Files Here !/6. Normal - Normal/2. Prior Normal Distribution and choosing hyperparameters.mp4

84 MB

~Get Your Files Here !/6. Normal - Normal/3. Posterior Distribution and Example.mp4

73 MB

~Get Your Files Here !/6. Normal - Normal/3.1 Normal Posterior Distribution Full Derivation.html

143 B

~Get Your Files Here !/6. Normal - Normal/4. Credible Intervals and Point Estimates.mp4

26 MB

~Get Your Files Here !/6. Normal - Normal/5. Normal-Normal Quiz.html

125 B

~Get Your Files Here !/6. Normal - Normal/6. Example Normal-Normal Problem with R and Stan.mp4

126 MB

~Get Your Files Here !/6. Normal - Normal/6.1 BayesianNormalRExample.qmd

6.0 kB

~Get Your Files Here !/6. Normal - Normal/6.2 Python-normalnormal.ipynb

7.9 kB

~Get Your Files Here !/7. More advanced models/1. Predictive distributions, unknown variance.mp4

70 MB

~Get Your Files Here !/7. More advanced models/2. Simple Linear Regression.mp4

82 MB

~Get Your Files Here !/7. More advanced models/3. Example Simple Linear Regression Problem with R and Stan.mp4

83 MB

~Get Your Files Here !/7. More advanced models/3.1 BayesianRegressionExample.qmd

3.6 kB

~Get Your Files Here !/7. More advanced models/3.2 BayesianRegressionPython.ipynb

4.1 kB

~Get Your Files Here !/Bonus Resources.txt

386 B