[09x03] Bayesian Linear Regression | Turing.jl | Weight and Height Association in Human Adults

In this Julia Probabilistic Programming tutorial, you'll see both a non-Bayesian approach and a Bayesian approach to solving a Linear Regression problem.
For the Bayesian approach, you'll use the Turing.jl package.
You'll also see how to make predictions using both a non-Bayesian approach as well as a Bayesian approach.
As a motivating example, we'll use the Howell dataset of human heights and weights.

00:00 Intro
00:40 Set-up
02:27 Data
06:05 Non-Bayesian Approach
09:44 Bayesian Approach
22:07 Compare and Contrast Non-Bayesian Approach versus Bayesian Approach
24:10 Outro

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Links for this tutorial
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data for this tutorial
url = "https://raw.githubusercontent.com/rmc..."

Code for this tutorial (GitHub)
https://github.com/julia4ta/tutorials...

McElreath, Richard. "Statistical Rethinking 2023 - 03 - Geocentric Models." 2023. (YouTube)
   • Statistical Rethinking 2023 - 03 - Geocent...  

Grantham, Neal. "Statistical Rethinking homework solutions with Turing.jl." 2022.
https://www.nsgrantham.com/stat-rethi...

GLM.jl Documentation
https://juliastats.org/GLM.jl/stable/

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Links for this series
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Link to Series 9 Playlist [Julia Probabilistic Programming for Beginners]
   • [09x01] How Much of Earth is Covered in Wa...  

Turing.jl Documentation
https://turinglang.org/stable/docs/us...

Turing.jl (GitHub)
https://github.com/TuringLang/Turing.jl

Turing.jl Website
https://turinglang.org/stable/

StatsPlots.jl Documentation
https://docs.juliaplots.org/latest/ge...

StatsPlots.jl (GitHub)
https://github.com/JuliaPlots/StatsPl...

Distributions.jl Documentation
https://juliastats.org/Distributions....

Distributions.jl (GitHub)
https://github.com/JuliaStats/Distrib...

The Julia Programming Language
https://julialang.org/
https://docs.julialang.org/en/v1/
   / @thejulialanguage  

VS Code
https://code.visualstudio.com/

Pluto.jl
https://plutojl.org/
https://github.com/fonsp/Pluto.jl

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