[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 ############################## Links for this tutorial ############################## 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/ ############################## Links for this series ############################## 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 ############################## Join Button (Channel Membership): If you like what I do, then please consider Joining and becoming a Channel Member.    / @doggodotjl   Thank you!