Fix ar1_bayes lecture style guide compliance #593
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This PR addresses multiple style guide violations in the
ar1_bayes.mdlecture file to ensure compliance with the QuantEcon style guide.Changes Made
Title Formatting (Title Rule #1)
"Posterior Distributions for AR(1) Parameters"→"Posterior Distributions for AR(1) Parameters"Section Heading Capitalization (Title Rule #2)
"PyMC Implementation"→"PyMC implementation""Numpyro Implementation"→"Numpyro implementation"One-Sentence Paragraphs (Writing Rule #2)
Split 8 multi-sentence paragraphs into individual one-sentence paragraphs, including:
Unicode Greek Letters in Code (Code Rule #4)
Replaced text Greek letters with Unicode symbols throughout all code blocks:
rho→ρin function definitions and variable assignmentssigma→σin function definitions and variable assignmentsApplied consistently across:
ar1_simulate()functionJAX Installation (JAX Rule #1)
jaxfrom!pip install numpyro jaxcommand to avoid installing suboptimaljax[cpu]versionTechnical Impact
All changes preserve the technical accuracy and educational content of the lecture while improving:
The lecture maintains full functionality while adhering to QuantEcon style standards.
Fixes #592.
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