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TORRENT DETAILS
Udemy - Bayesian Statistics - A Step-by-step Introduction
TORRENT SUMMARY
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A former Google data scientist helps you master the basics of Bayesian statistics, with examples in R and Stan
What you'll learn
Understand how Bayes' rule can be used to update beliefs
Use conjugate priors and likelihoods to model binary, count, and continuous data
Understand the concepts of prior distributions, posterior distributions, likelihood functions, and predictive distributions
Understand how statistical software can be used to compute and visualize information about your beliefs
Requirements
Strong skills in basic algebra and arithmetic
Some knowledge of calculus is useful, but not required.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Probability Basics/1. Introduction Video.mp4
14.7 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
54.7 MB
~Get Your Files Here !/1. Probability Basics/4. Law of Total Probability.mp4
35.9 MB
~Get Your Files Here !/1. Probability Basics/5. Conditional Probability.mp4
63.6 MB
~Get Your Files Here !/1. Probability Basics/6. Multiplication Rule and Independence.mp4
61.7 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
63.4 MB
~Get Your Files Here !/2. Bayes' Rule/2. Medical Testing Problem.mp4
58.7 MB
~Get Your Files Here !/2. Bayes' Rule/3. Predictive Distributions and Flow Charts.mp4
40.5 MB
~Get Your Files Here !/2. Bayes' Rule/4. Two Coins.mp4
54.4 MB
~Get Your Files Here !/2. Bayes' Rule/5. Multiple Observations.mp4
46.9 MB
~Get Your Files Here !/2. Bayes' Rule/6. Normalizing Constants and Proportionality.mp4
62.3 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
89.2 KB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/1. Continuous Priors and the Uniform Distribution.mp4
67.3 MB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/10. Predictive Distribution.mp4
62.2 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
71.6 MB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/3. Posterior Distribution One Observation.mp4
64.6 MB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/4. Posterior Probability Calculation.mp4
23.2 MB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/5. Posterior Distribution Two Observations.mp4
56.8 MB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/6. CDFs and Inverse CDFs.mp4
91.7 MB
~Get Your Files Here !/3. Continuous Priors and the Uniform Distribution/7. Credible Intervals.mp4
68.4 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
80.3 MB
~Get Your Files Here !/4. Beta-Binomial Family/1. Binomial Random Variables.mp4
101.4 MB
~Get Your Files Here !/4. Beta-Binomial Family/10. Recap of Priors, Posteriors, Likelihoods, Predictive Distributions.mp4
37.2 MB
~Get Your Files Here !/4. Beta-Binomial Family/11. Example Beta-Binomial Problem with R.mp4
105.8 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
83.1 KB
~Get Your Files Here !/4. Beta-Binomial Family/12. Example Beta-Binomial Problem with Stan.mp4
90.5 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
83.1 KB
~Get Your Files Here !/4. Beta-Binomial Family/13. Drawbacks of Conjugate Priors.mp4
33.6 MB
~Get Your Files Here !/4. Beta-Binomial Family/2. Prior The Beta Distribution.mp4
86.9 MB
~Get Your Files Here !/4. Beta-Binomial Family/3. Finding prior and posterior probabilities with the Beta CDF.mp4
20.4 MB
~Get Your Files Here !/4. Beta-Binomial Family/4. How do the hyperparameters change the prior.mp4
27.4 MB
~Get Your Files Here !/4. Beta-Binomial Family/5. Posterior Distribution What are Conjugate Priors.mp4
118.4 MB
~Get Your Files Here !/4. Beta-Binomial Family/6. Credible Intervals.mp4
49.3 MB
~Get Your Files Here !/4. Beta-Binomial Family/7. Point Estimates.mp4
37.3 MB
~Get Your Files Here !/4. Beta-Binomial Family/8. Predictive Distribution Beta-Binomial.mp4
43.4 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
76.1 MB
~Get Your Files Here !/5. Poisson - Gamma/2. Gamma Distribution and Choosing Hyperparameters.mp4
112.4 MB
~Get Your Files Here !/5. Poisson - Gamma/3. Posterior Distribution.mp4
64.6 MB
~Get Your Files Here !/5. Poisson - Gamma/4. Posterior Calculation Example 2.mp4
21.9 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
33.2 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 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
67.6 MB
~Get Your Files Here !/6. Normal - Normal/2. Prior Normal Distribution and choosing hyperparameters.mp4
83.9 MB
~Get Your Files Here !/6. Normal - Normal/3. Posterior Distribution and Example.mp4
72.7 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
25.8 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
126.1 MB
~Get Your Files Here !/6. Normal - Normal/6.1 BayesianNormalRExample.qmd
6 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
69.5 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
83.2 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
