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    Bayesian Computational Analyses with R

    BY
    Udemy

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    Mode

    Online

    Fees

    ₹ 449 1999

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 449  ₹1,999
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction to Bayesian Course and top R Software

    • Introduction to Bayesian Computational Analysis with R
    • Introduction to Course Materials
    • Introduction to R Software (slides, part 1)
    • Introduction to R Software (slides, part 2)
    • Introduction to R Software (slides, part 3)
    • Introduction to R Software with Scripts (part 1)
    • Introduction to R Software with Scripts (part 2)
    • Introduction to R Software with Scripts (part 3)
    • Introduction to R Software with Scripts (part 4)
    • Introduction to R Software with Scripts (part 5)
    • Programming a Monte Carlo Simulation
    • Section 1 R Scripting Exercises

    Introduction to Bayesian Thinking

    • More on the course and Materials
    • Session 1 R Scripting Exercise Solutions
    • Background on Probability Density Functions (PDFs)
    • Normal dnorm() Functions (part 1)
    • Normal dnorm() Functions (part 2)
    • Normal pnorm() Function
    • Bayes' Rule and More
    • Likelihood Function
    • Using Discrete Priors (part 1)
    • Using Discrete Priors (part 2)
    • Using a Beta Prior (part 1)
    • Using a Beta Prior (part 2)
    • Using a Beta Prior (part 3)
    • Simulating Beta Posteriors
    • Brute Force Posterior Simulation using Histogram Prior
    • Predictive Priors (slides)
    • Predictive Priors (scripts, part 1)
    • Predictive Priors (scripts, part 2)
    • Section 2 Exercises

    Single Parameter Bayesian Model

    • Section 2 Exercise Solution
    • Prelude to Single Parameter Models
    • Single Parameter Models
    • Heart Transplant Mortality Rate (part 1)
    • Heart Transplant Mortality Rate (part 2)
    • Test of Bayesian Robustness (part 1)
    • Test of Bayesian Robustness (part 2)
    • Exercise: How Many Taxis?

    Conjugate Mixtures

    • Exercise Solution: How Many Taxis?
    • Conjugate Mixtures (part 1)
    • Conjugate Mixtures (part 2)
    • A Bayesian Test of the Fairness of a Coin (part 1)
    • A Bayesian Test of the Fairness of a Coin (part 2)
    • More on the Fairness of a Coin (part 3)
    • Introduction to Probability Density Functions (part 1)
    • Intro to PDFs (part 2)
    • Intro to PDFs (part 3)

    Multi-Parameter Bayesian Model

    • Mortality Rate Exercise Solution (part 1)
    • Mortality Rate Exercise Solution (part 2)
    • Normal Multiparameter Models (part 1)
    • Normal Multiparameter Models (part 2)
    • Normal Multiparameter Models (part 3)
    • Multinomial Multiparameter Models (part 1)
    • Multinomial Multiparameter Models (part 2)
    • Bioassay Experiment (part 1)
    • Bioassay Experiment (part 2)
    • Exercise: Comparing Two Proportions

    Bayesian Computation

    • Exercise Solution: Comparing Two Proportions (part 1)
    • Exercise Solution: Comparing Two Proportions (part 2)
    • Introduction to Bayesian Computation Section
    • Computing Integrals to Estimate a Probability (part 1)
    • Computing Integrals to Estimate a Probability (part 2)
    • A Beta-Binomial Model of Overdispersion (part 1)
    • A Beta-Binomial Model of Overdispersion (part 2)
    • Exercise: Inference About a Normal Population

    Rejection and Importance Sampling

    • Exercise Solution: Inference about a Normal Population
    • Rejection Sampling (part 1)
    • Rejection Sampling (part 2)
    • Rejection Sampling (part 3)
    • Rejection Sampling (part 4)
    • Rejection Sampling (part 5)
    • Rejection Sampling (part 6)
    • Importance Sampling

    Comparing Bayesian Models

    • One-Sided Test of a Normal Mean (part 1)
    • One-Sided Test of a Normal Mean (part 2)
    • One-Sided Test of a Normal Mean (part 3)
    • Two-Sided Test of a Normal Mean
    • Streaky Behavior (part 1)
    • Streaky Behavior (part 2)
    • Streaky Behavior (part 3)
    • Streaky Behavior (part 4)

    Instructors

    Dr Geoffrey Hubona
    Associate Professor
    Freelancer

    B.E /B.Tech, Other Bachelors, Other Masters, Ph.D, M...

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