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Course content
Sections:
7
•
Activities:
0
•
Resources:
51
- 001-Introduction Video
- 003-Probability Complements Venn Diagrams
- 004-Law of Total Probability
- 005-Conditional Probability
- 006-Multiplication Rule and Independence
- 009-Bayes Rule Introduction
- 010-Medical Testing Problem
- 011-Predictive Distributions and Flow Charts
- 012-Two Coins
- 013-Multiple Observations
- 013-Multiple Observations (copy)
- 014-Normalizing Constants and Proportionality
- 017-Continuous Priors and the Uniform Distribution
- 018-Likelihood and Random Variables
- 019-Posterior Distribution One Observation
- 020-Posterior Probability Calculation
- 021-Posterior Distribution Two Observations
- 022-CDFs and Inverse CDFs
- 023-Credible Intervals
- 024-Mean Median Mode
- 025-Point Estimates
- 026-Predictive Distribution
- 028-Binomial Random Variables
- 029-Prior The Beta Distribution
- 030-Finding prior and posterior probabilities with the Beta
- 031-How do the hyperparameters change the prior
- 031-How do the hyperparameters change the prior
- 032-Posterior Distribution What are Conjugate Priors
- 033-Credible Intervals
- 034-Point Estimates
- 035-Predictive Distribution Beta Binomial
- 037-Recap of Priors Posteriors Likelihoods Predictive Distributions
- 038-Example Beta Binomial Problem with R
- 039-Example Beta Binomial Problem with Stan
- 040-Drawbacks of Conjugate Priors
- 041-Likelihood Poisson Distribution
- 042-Gamma Distribution and Choosing Hyperparameters
- 043-Posterior Distribution
- 044-Posterior Calculation Example 2
- 045-Credible Interval and Point Estimates
- 046-Predictive Distribution Negative Binomial
- 048-Example Poisson Gamma Problem with R and Stan
- 049-Normal Distribution
- 50-Prior Normal Distribution and choosing hyperparameters
- 051-Posterior Distribution and Example
- 051-Posterior Distribution and Example (copy)
- 52-Credible Intervals and Point Estimates
- 054-Example Normal Normal Problem with R and Stan
- 055-Predictive distributions unknown variance
- 056-Simple Linear Regression
- 057-Example Simple Linear Regression Problem with R and Stan