FreeCourseWeb com Udemy Bayesian Statistics Step by step Introduction

FreeCourseWeb com Udemy Bayesian Statistics Step by step Introduction

Name	[ FreeCourseWeb.com ] Udemy - Bayesian Statistics - A Step-by-step Introduction	DOWNLOAD Copy Link
Total Size	3.2 GB
Total Files	72
Last Seen	2024-11-17 23:47
Hash	7951B78629626ABB80E75CC941A65C4FFE9963F5

/
Get Bonus Downloads Here.url	0.2 KB
/1. Probability Basics/
1. Introduction Video.mp4	15.4 MB
2. Welcome.html	1.7 KB
3. Probability, Complements, Venn Diagrams.mp4	57.4 MB
4. Law of Total Probability.mp4	37.6 MB
5. Conditional Probability.mp4	66.7 MB
6. Multiplication Rule and Independence.mp4	64.7 MB
7. Probability Quiz.html	0.1 KB
8. Probability Extra Practice Problems.html	0.1 KB
8.1 Bayesian_Homework_1.pdf	109.6 KB
/2. Bayes' Rule/
1. Bayes' Rule Introduction.mp4	66.5 MB
2. Medical Testing Problem.mp4	61.6 MB
3. Predictive Distributions and Flow Charts.mp4	42.5 MB
4. Two Coins.mp4	57.0 MB
5. Multiple Observations.mp4	49.1 MB
6. Normalizing Constants and Proportionality.mp4	65.3 MB
7. Bayes Rule Quiz.html	0.1 KB
8. Bayes' Rule Extra Practice Problems.html	0.1 KB
8.1 Bayes_Rule_Practice.pdf	91.3 KB
/.../3. Continuous Priors and the Uniform Distribution/
1. Continuous Priors and the Uniform Distribution.mp4	70.6 MB
10. Predictive Distribution.mp4	65.2 MB
11. Continuous Uniform Distribution Quiz.html	0.1 KB
2. Likelihood and Random Variables.mp4	75.1 MB
3. Posterior Distribution One Observation.mp4	67.8 MB
4. Posterior Probability Calculation.mp4	24.3 MB
5. Posterior Distribution Two Observations.mp4	59.6 MB
6. CDFs and Inverse CDFs.mp4	96.1 MB
7. Credible Intervals.mp4	71.7 MB
8. Mean, Median, Mode.mp4	65.0 MB
9. Point Estimates.mp4	84.2 MB
/.../4. Beta-Binomial Family/
1. Binomial Random Variables.mp4	106.3 MB
10. Recap of Priors, Posteriors, Likelihoods, Predictive Distributions.mp4	39.0 MB
11. Example Beta-Binomial Problem with R.mp4	110.9 MB
11.1 BayesianBeta-BinomialRExercise.qmd	8.8 KB
11.2 Python_BetaBinomial.ipynb	85.1 KB
12. Example Beta-Binomial Problem with Stan.mp4	94.9 MB
12.1 BayesianBeta-BinomialRExercise.qmd	8.8 KB
12.2 Python_BetaBinomial.ipynb	85.1 KB
13. Drawbacks of Conjugate Priors.mp4	35.3 MB
2. Prior The Beta Distribution.mp4	91.1 MB
3. Finding prior and posterior probabilities with the Beta CDF.mp4	21.4 MB
4. How do the hyperparameters change the prior.mp4	28.8 MB
5. Posterior Distribution What are Conjugate Priors.mp4	124.1 MB
6. Credible Intervals.mp4	51.7 MB
7. Point Estimates.mp4	39.1 MB
8. Predictive Distribution Beta-Binomial.mp4	45.5 MB
9. Beta Distribution Quiz.html	0.1 KB
/5. Poisson - Gamma/
1. Likelihood Poisson Distribution.mp4	79.8 MB
2. Gamma Distribution and Choosing Hyperparameters.mp4	117.8 MB
3. Posterior Distribution.mp4	67.8 MB
4. Posterior Calculation Example 2.mp4	22.9 MB
5. Credible Interval and Point Estimates.mp4	32.5 MB
6. Predictive Distribution Negative Binomial.mp4	34.8 MB
7. Poisson - Gamma Quiz.html	0.1 KB
8. Example Poisson-Gamma Problem with R and Stan.mp4	113.3 MB
8.1 BayesianPoisson-GammaRexample.qmd	6.2 KB
8.2 PoissonGammaPython.ipynb	10.0 KB
/6. Normal - Normal/
1. Normal Distribution.mp4	70.9 MB
2. Prior Normal Distribution and choosing hyperparameters.mp4	88.0 MB
3. Posterior Distribution and Example.mp4	76.2 MB
3.1 Normal Posterior Distribution Full Derivation.html	0.1 KB
4. Credible Intervals and Point Estimates.mp4	27.0 MB
5. Normal-Normal Quiz.html	0.1 KB
6. Example Normal-Normal Problem with R and Stan.mp4	132.2 MB
6.1 BayesianNormalRExample.qmd	6.1 KB
6.2 Python-normalnormal.ipynb	8.1 KB
/.../7. More advanced models/
1. Predictive distributions, unknown variance.mp4	72.9 MB
2. Simple Linear Regression.mp4	86.0 MB
3. Example Simple Linear Regression Problem with R and Stan.mp4	87.2 MB
3.1 BayesianRegressionExample.qmd	3.7 KB
3.2 BayesianRegressionPython.ipynb	4.2 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 72