Read the abstract ➤ https://www.conf42.com/Python_2024_Salman_Saeed_Khan_probabilistic_programming Other sessions at this event ➤ https://www.conf42.com/python2024 Join Discord ➤ https://discord.gg/DnyHgrC7jC Support our mission ➤ https://www.conf42.com/support Chapters 0:00 intro 0:20 preamble 0:49 motivation 2:45 bayesian vs. frequentist statistics 3:57 bayes theorem 4:46 bayesian vs non-bayesian inference 6:24 bayesian inference 7:19 markov chain monte carlo (mcmc) 8:01 probabilistic modelling 8:47 workflow of probabilistic programming 9:43 demo