Course or series
Bayesian Data Analysis for the Behavioral Sciences
NPTEL — National Programme on Technology Enhanced Learning
Lecture 1: Sets
“Lecture 1: Sets” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 2: Probability Axioms
“Lecture 2: Probability Axioms” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 3:Probability Assignment
“Lecture 3:Probability Assignment” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 4:Probability Assigner Functions
“Lecture 4:Probability Assigner Functions” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 5: Random Variables
“Lecture 5: Random Variables” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 6: Probability Distributions and Statistical Inference
“Lecture 6: Probability Distributions and Statistical Inference” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 7: Discrete Random variables: Binomial and Poisson Distributions
“Lecture 7: Discrete Random variables: Binomial and Poisson Distributions” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 8: Continuous Random Variables
“Lecture 8: Continuous Random Variables” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 9: Normal Distribution
“Lecture 9: Normal Distribution” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 10: Lognormal Distribution and Beta Distribution
“Lecture 10: Lognormal Distribution and Beta Distribution” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 11: Probability Distributions in R
“Lecture 11: Probability Distributions in R” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 12: Likelihood Function
“Lecture 12: Likelihood Function” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 13: Graph of a Likelihood Function
“Lecture 13: Graph of a Likelihood Function” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 14: Conditional Probability
“Lecture 14: Conditional Probability” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 15: Bayes' Theorem
“Lecture 15: Bayes' Theorem” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 16: Bayesian Inference
“Lecture 16: Bayesian Inference” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 17: Likelihood, Prior and Posterior in R
“Lecture 17: Likelihood, Prior and Posterior in R” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 18: How the data, prior affects the posterior
“Lecture 18: How the data, prior affects the posterior” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 19: Prior & Posterior Predictions
“Lecture 19: Prior & Posterior Predictions” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 20: Generating Prior and Posterior Prediction in R
“Lecture 20: Generating Prior and Posterior Prediction in R” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 21: Posterior Predictive Checks
“Lecture 21: Posterior Predictive Checks” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 22: Model Building in the Bayesian Framework
“Lecture 22: Model Building in the Bayesian Framework” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 23: Bayesian Modeling Workflow in R
“Lecture 23: Bayesian Modeling Workflow in R” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 24: Bayesian Learning
“Lecture 24: Bayesian Learning” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 25: Specifying Priors
“Lecture 25: Specifying Priors” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 26: Parameter Estimation Method
“Lecture 26: Parameter Estimation Method” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 27: Analytical Methods of Posterior Estimation
“Lecture 27: Analytical Methods of Posterior Estimation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 28: Grid Approximation
“Lecture 28: Grid Approximation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 29: Importance Sampling
“Lecture 29: Importance Sampling” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 30: Introduction to Markov Chain Monte Carlo
“Lecture 30: Introduction to Markov Chain Monte Carlo” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 31: MCMC Sampler
“Lecture 31: MCMC Sampler” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 32: MCMC Implementation
“Lecture 32: MCMC Implementation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 33: MCMC Diagnostics
“Lecture 33: MCMC Diagnostics” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 34: MCMC Examples
“Lecture 34: MCMC Examples” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 35: MCMC Sampling for Data with Multiple Observations
“Lecture 35: MCMC Sampling for Data with Multiple Observations” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 36: Hamiltonian Monte Carlo
“Lecture 36: Hamiltonian Monte Carlo” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 37: HMC Implimentation
“Lecture 37: HMC Implimentation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 38: HMC Example
“Lecture 38: HMC Example” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 39: Introduction to brms
“Lecture 39: Introduction to brms” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 40: Parameter Estimation using brms
“Lecture 40: Parameter Estimation using brms” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 41: Introduction to Regression Models
“Lecture 41: Introduction to Regression Models” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 42: Regression Modeling using brms
“Lecture 42: Regression Modeling using brms” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 43: Logistic & Poisson Regression
“Lecture 43: Logistic & Poisson Regression” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 44: Regression Modelling Examples
“Lecture 44: Regression Modelling Examples” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 45: Interaction Effect & Nested Contrast
“Lecture 45: Interaction Effect & Nested Contrast” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 46: Posterior Predictive Checks
“Lecture 46: Posterior Predictive Checks” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 47: Information- Theoretic Measures of Predictive Accuracy
“Lecture 47: Information- Theoretic Measures of Predictive Accuracy” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 48: Expected Log Predictive Density (ELPD)
“Lecture 48: Expected Log Predictive Density (ELPD)” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 49: Cross Validation
“Lecture 49: Cross Validation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 50: Cross - Validation Implementation
“Lecture 50: Cross - Validation Implementation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 51: Validations with Brms
“Lecture 51: Validations with Brms” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 52: Bayes Factor
“Lecture 52: Bayes Factor” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 53: Bayes factor Implementation
“Lecture 53: Bayes factor Implementation” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 54: Hypothesis Testing using Bayes Factors
“Lecture 54: Hypothesis Testing using Bayes Factors” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 55: Computing Bayes Factor using Bridge Sampling
“Lecture 55: Computing Bayes Factor using Bridge Sampling” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 56: Bayesian Hierarchical Models
“Lecture 56: Bayesian Hierarchical Models” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 57: Hierarchical Regression Models
“Lecture 57: Hierarchical Regression Models” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 58:Individual Difference Models
“Lecture 58:Individual Difference Models” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 59: Hierarchical Modeling with brms
“Lecture 59: Hierarchical Modeling with brms” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 60: Theory Testing & Computational Modeling
“Lecture 60: Theory Testing & Computational Modeling” is listed in Bayesian Data Analysis for the Behavioral Sciences. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.