diff --git a/videos-list/29-luciano.md b/videos-list/29-luciano.md index 6d7414f..48a9b03 100644 --- a/videos-list/29-luciano.md +++ b/videos-list/29-luciano.md @@ -13,9 +13,26 @@ Discourse Discussion https://discourse.pymc.io/t/posterior-predictive-sampling-in-pymc3-by-luciano-paz/6028 ## Timestamps -- 0:00 Start of event -- x:xx -- x:xx +00:00 Start of event +00:22 Background on PyMC3 common workflow and posterior predictive distribution +02:56 What is this presentation about? +03:19 Simple model without posterior predictive problems +04:27 Create train and test data +05:12 Translate the math into PyMC3 +06:52 Visualize and plot the model and predictions +08:20 Make predictions on the new data +09:29 Shape problems +12:46 A simple extension of linear regression +17:26 View the results of the extension +17:50 Error on the test data +19:15 What happens if we try to marginalize label out of the model? +21:38 Shape problem with the test data +22:55 Solution, a functional approach +27:50 Factory functions aren’t a silver bullet +28:12 Manually trim the inferred posterior +29:22 Challenges with sampling +32:10 How can PyMC help? +32:45 Conclusion ## Note: help us add timestamps here https://github.com/pymc-devs/video-timestamps