[samuelson] Fixing the lecture#561

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bishmaybarik wants to merge 9 commits intomainfrom

samuelson-fixes

Commits on Aug 12, 2025

Fixing the headings to match Quantecon style guidelines and fixing the mathematical equation
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Rectifying the notations in the lecture
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Commits on Aug 18, 2025

Update the math equation of the lecture
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Commits on Aug 20, 2025

Commits on Aug 21, 2025

Commits on Aug 23, 2025

Hiding the def param_plots() code input which generates the graph
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Commits on Aug 29, 2025

Replace a and b with unicode characters alpha and beta
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