updates to ais chapter #294

	name: Publish to GitHub Pages
	on:
	push:
	branches:
	- main

	jobs:
	build-book:
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v4
	- name: Set up Python
	uses: actions/setup-python@v5
	with:
	python-version: 3.11
	cache: "pip"
	- name: Install Dependencies
	run: \|
	if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
	if [ -f pyproject.toml ]; then pip install ".[docs]"; fi
	- name: Build Juputer Book Documentation
	run: \|
	jupyter-book build . --config docs/_config.yml --toc docs/_toc.yml
	- name: Upload artifact
	uses: actions/upload-pages-artifact@v3
	if: github.ref == 'refs/heads/main' && job.status == 'success'
	with:
	path: "_build/html"

	deploy-book:
	needs: build-book
	permissions:
	pages: write
	id-token: write
	environment:
	name: github-pages
	url: ${{ steps.deployment.outputs.page_url }}
	runs-on: ubuntu-latest
	steps:
	- name: Deploy to GitHub Pages
	id: deployment
	uses: actions/deploy-pages@v4

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