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| 1. Bayes' Rule Introduction.mp4 |
63.39MB |
| 1. Binomial Random Variables.mp4 |
101.38MB |
| 1. Continuous Priors and the Uniform Distribution.mp4 |
67.29MB |
| 1. Introduction Video.mp4 |
14.73MB |
| 1. Likelihood Poisson Distribution.mp4 |
76.14MB |
| 1. Normal Distribution.mp4 |
67.63MB |
| 1. Predictive distributions, unknown variance.mp4 |
69.54MB |
| 10. Predictive Distribution.mp4 |
62.16MB |
| 10. Recap of Priors, Posteriors, Likelihoods, Predictive Distributions.mp4 |
37.18MB |
| 11.1 BayesianBeta-BinomialRExercise.qmd |
8.57KB |
| 11.2 Python_BetaBinomial.ipynb |
83.10KB |
| 11. Continuous Uniform Distribution Quiz.html |
125B |
| 11. Example Beta-Binomial Problem with R.mp4 |
105.78MB |
| 12.1 BayesianBeta-BinomialRExercise.qmd |
8.57KB |
| 12.2 Python_BetaBinomial.ipynb |
83.10KB |
| 12. Example Beta-Binomial Problem with Stan.mp4 |
90.49MB |
| 13. Drawbacks of Conjugate Priors.mp4 |
33.64MB |
| 2. Gamma Distribution and Choosing Hyperparameters.mp4 |
112.39MB |
| 2. Likelihood and Random Variables.mp4 |
71.61MB |
| 2. Medical Testing Problem.mp4 |
58.70MB |
| 2. Prior Normal Distribution and choosing hyperparameters.mp4 |
83.90MB |
| 2. Prior The Beta Distribution.mp4 |
86.92MB |
| 2. Simple Linear Regression.mp4 |
82.01MB |
| 2. Welcome.html |
1.66KB |
| 3.1 BayesianRegressionExample.qmd |
3.64KB |
| 3.1 Normal Posterior Distribution Full Derivation.html |
143B |
| 3.2 BayesianRegressionPython.ipynb |
4.13KB |
| 3. Example Simple Linear Regression Problem with R and Stan.mp4 |
83.20MB |
| 3. Finding prior and posterior probabilities with the Beta CDF.mp4 |
20.36MB |
| 3. Posterior Distribution.mp4 |
64.65MB |
| 3. Posterior Distribution and Example.mp4 |
72.67MB |
| 3. Posterior Distribution One Observation.mp4 |
64.64MB |
| 3. Predictive Distributions and Flow Charts.mp4 |
40.54MB |
| 3. Probability, Complements, Venn Diagrams.mp4 |
54.73MB |
| 4. Credible Intervals and Point Estimates.mp4 |
25.77MB |
| 4. How do the hyperparameters change the prior.mp4 |
27.44MB |
| 4. Law of Total Probability.mp4 |
35.85MB |
| 4. Posterior Calculation Example 2.mp4 |
21.86MB |
| 4. Posterior Probability Calculation.mp4 |
23.19MB |
| 4. Two Coins.mp4 |
54.35MB |
| 5. Conditional Probability.mp4 |
63.64MB |
| 5. Credible Interval and Point Estimates.mp4 |
30.96MB |
| 5. Multiple Observations.mp4 |
46.86MB |
| 5. Normal-Normal Quiz.html |
125B |
| 5. Posterior Distribution Two Observations.mp4 |
56.84MB |
| 5. Posterior Distribution What are Conjugate Priors.mp4 |
118.38MB |
| 6.1 BayesianNormalRExample.qmd |
5.99KB |
| 6.2 Python-normalnormal.ipynb |
7.94KB |
| 6. CDFs and Inverse CDFs.mp4 |
91.69MB |
| 6. Credible Intervals.mp4 |
49.26MB |
| 6. Example Normal-Normal Problem with R and Stan.mp4 |
126.12MB |
| 6. Multiplication Rule and Independence.mp4 |
61.71MB |
| 6. Normalizing Constants and Proportionality.mp4 |
62.26MB |
| 6. Predictive Distribution Negative Binomial.mp4 |
33.23MB |
| 7. Bayes Rule Quiz.html |
125B |
| 7. Credible Intervals.mp4 |
68.36MB |
| 7. Point Estimates.mp4 |
37.33MB |
| 7. Poisson - Gamma Quiz.html |
125B |
| 7. Probability Quiz.html |
125B |
| 8.1 Bayes_Rule_Practice.pdf |
89.16KB |
| 8.1 Bayesian_Homework_1.pdf |
107.04KB |
| 8.1 BayesianPoisson-GammaRexample.qmd |
6.01KB |
| 8.2 PoissonGammaPython.ipynb |
9.78KB |
| 8. Bayes' Rule Extra Practice Problems.html |
129B |
| 8. Example Poisson-Gamma Problem with R and Stan.mp4 |
108.05MB |
| 8. Mean, Median, Mode.mp4 |
62.01MB |
| 8. Predictive Distribution Beta-Binomial.mp4 |
43.43MB |
| 8. Probability Extra Practice Problems.html |
129B |
| 9. Beta Distribution Quiz.html |
125B |
| 9. Point Estimates.mp4 |
80.30MB |
| Bonus Resources.txt |
386B |
| Get Bonus Downloads Here.url |
183B |