[09x02] Essential Concepts for Bayesian Statistics, Probabilistic Programming and Turing.jl

Get a crash course in Bayesian Statistics, Bayes' Theorem, Bayesian Inference, Probabilistic Programming, Markov chain Monte Carlo (MCMC) Algorithms and the Turing.jl package. Learn all of the essential concepts and terms. This video refers to code from the last tutorial, Episode 901. 00:00 Intro 00:47 Motivation 02:14 What does Probability measure? 03:35 What is Bayesian Statistics? 04:21 What is Bayes' Theorem? 05:47 What is Bayesian Inference? 09:03 What is Probabilistic Programming? 10:45 What is an example of a Probabilistic Programming Workflow? 15:15 What is Markov chain Monte Carlo (MCMC)? 18:15 How should I interpret the Posterior Probability? 19:28 Conclusion 20:35 Outro ############################## # Links for this tutorial ############################## Lambert, Ben. "A Student's Guide to Bayesian Statistics." YouTube playlist. https://www.youtube.com/watch?v=P_og8H-VkIY&list=PLwJRxp3blEvZ8AKMXOy0fc0cqT61GsKCG # Code for this tutorial (GitHub) (code from Episode 901) https://github.com/julia4ta/tutorials/tree/master/Series%2009/Tutorial%2009x01 ############################## # Links for this series ############################## # Link to Series 9 Playlist [Julia Probabilistic Programming for Beginners] https://www.youtube.com/watch?v=zU30QOsShls&list=PLhQ2JMBcfAsgU7kZ-Ee_SDrjhJIehICmR # Turing.jl Documentation https://turinglang.org/stable/docs/using-turing/ # Turing.jl (GitHub) https://github.com/TuringLang/Turing.jl # Turing.jl Website https://turinglang.org/stable/ # StatsPlots.jl Documentation https://docs.juliaplots.org/latest/generated/statsplots/ # StatsPlots.jl (GitHub) https://github.com/JuliaPlots/StatsPlots.jl # Distributions.jl Documentation https://juliastats.org/Distributions.jl/stable/ # Distributions.jl (GitHub) https://github.com/JuliaStats/Distributions.jl # The Julia Programming Language https://julialang.org/ https://docs.julialang.org/en/v1/ https://www.youtube.com/@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. https://www.youtube.com/channel/UCQwQVlIkbalDzmMnr-0tRhw/join Thank you!