Broken Links Found in Documentation

# Link Check Report 🚨 **28 broken link(s)** and **0 redirect(s)** were found in the documentation. **Details:** - **Repository:** QuantEcon/lecture-python-programming.myst - **Workflow:** Link Checker [Anaconda, Linux] - **Run ID:** [21844524208](https://github.com/QuantEcon/lecture-python-programming.myst/actions/runs/21844524208) - **Commit:** 3e4f703fe7602c2186e19a2a4618aff54ca33e1b - **Branch:** main - **Date:** 2026-02-09T23:19:50.445Z --- ## Link Check Summary - **Total broken links**: 28 - **Total redirects found**: 0 ## Broken Links **./_admonition/gpu.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./python_essentials.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./oop_intro.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./matplotlib.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./scipy.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./workspace.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./functions.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./about_py.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./genindex.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./numba.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./need_for_speed.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./troubleshooting.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./numpy_vs_numba_vs_jax.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./python_by_example.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./intro.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./names.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./jax_intro.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./debugging.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./getting_started.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./pandas_panel.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./numpy.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./sympy.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./status.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./search.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./python_oop.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./pandas.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./writing_good_code.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book **./python_advanced_features.html** - 1 broken link(s): ❌ https://jupyterbook.org/v1/ - Status: 404 Link text: Jupyter Book --- **Next Steps:** 1. Review the broken links listed above 2. Update or remove broken links from the source files 3. Consider applying AI suggestions for better alternatives 4. Re-run the link check to verify fixes **Note:** This issue was automatically created by the [AI-Powered Link Checker Action](https://github.com/QuantEcon/meta/.github/actions/link-checker). Please close this issue once all broken links have been addressed.