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Udemy - Bayesian Statistics - A Step-by-step Introduction

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Size
2.9 GB
Seeders
12
Leechers
2
Files
71
Category
Other
Added
08/28/23 at 11:07pm GMT+1
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Description
[ FreeCourseWeb.com ] Bayesian Statistics: A Step-by-step Introduction



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Published 8/2023

Created by Brian Greco

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 51 Lectures ( 5h 34m ) | Size: 3 GB



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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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Udemy - Bayesian Statistics - A Step-by-step Introduction
  • ~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 4.1 KB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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