Link ar1_turningpts to ar1_bayes and improve exposition#969
Merged
Conversation
Redone on top of the numpyro/JAX rewrite of ar1_turningpts (#584). - Cross-reference ar1_bayes from ar1_turningpts (overview, model setup, and posterior section) and add a forward {seealso} link back - Frame the posterior computation as the "conditioning assumption" of ar1_bayes, apt here since the path starts from an atypical y_0 - Match the AR(1) model introduction to the bulleted style of ar1_bayes (and write IID rather than i.i.d.) - Add a Conclusion and interpretation for the original/extended Wecker figures, tying back to the two sources of uncertainty Note: N_t is already defined and figures already use MyST captions in the rewritten lecture, so those earlier fixes are no longer needed. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Contributor
Author
|
@mmcky This should be good to merge when green. |
📖 Netlify Preview Ready!Preview URL: https://pr-969--sunny-cactus-210e3e.netlify.app Commit: 📚 Changed LecturesBuild Info
|
Contributor
|
thanks @jstac -- merging now. |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Better links
ar1_turningpts(Forecasting an AR(1) Process) withar1_bayes(Posterior Distributions for AR(1) Parameters), and tightens the lecture's beginning and (previously abrupt) ending.Redone on top of the numpyro/JAX rewrite of
ar1_turningpts(#584) — supersedes #967, which was based on the old PyMC version and had become unmergeable.Changes
Cross-linking
ar1_turningptsnow referencesar1_bayesin the overview, model setup, and posterior section, and treats the posterior construction more briefly rather than re-deriving it.ar1_bayes— apt here, since the initial path starts from an atypicaly_0 = 10.{seealso}fromar1_bayesback toar1_turningpts.Exposition
ar1_bayes(andIIDrather thani.i.d.).Note
The rewrite (#584) already defines
N_tand already captions every figure viamystnb, so two fixes from #967 are no longer needed here.🤖 Generated with Claude Code