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Update chapters 2 and 4 to the 28 September notes, and add the Week 5 lab - #18

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ARS183 merged 9 commits into
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Dev_Chen
Sep 28, 2026
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ARS183 merged 9 commits into
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Dev_Chen

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@ARS183 ARS183 commented Sep 28, 2026 •

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Brings the spatial-derivatives and diffusive-fields chapters, and adds the Week 5 computer lab.

Lecture note pages

  • 1_gradient_divergence_curl/curl.md
  • 3_diffusion_fields/heat_equation_1d.md

Week 5 computer lab

3_diffusion_fields/labs/week05_diffusion.md, with helpers in fwtools.py. Eight tasks covering all five Python exercises of the chapter, sized for the 105-minute session. Students write plain NumPy; the helper module only draws and checks. The page carries mystnb: execution_mode: 'off', so it is not executed at build time.

@ARS183
ARS183 merged commit 095d4a0 into main Sep 28, 2026
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