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Drop Binder URLs, pin Colab URLs to workspace tag 2026.4.13.6
Replace all mybinder.org URLs with equivalent Colab URLs, rewrite Jammy2211 owner -> PyAutoLabs, and pin /blob/release/ -> /blob/2026.4.13.6/ across docs, READMEs, tutorials, and workspace start_here. Swap Binder badge images for Colab badges and rename |binder| substitutions to |colab| in READMEs. Add .github/workflows/url_check.yml which runs PyAutoBuild's url_check.sh on every push and PR, blocking re-introduction of forbidden URL forms. The release pipeline now bumps Colab tag refs automatically on each release.
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.github/workflows/url_check.yml

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name: URL Check
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on:
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push:
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branches: [main]
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pull_request:
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jobs:
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url_check:
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runs-on: ubuntu-latest
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steps:
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- name: Checkout repo
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uses: actions/checkout@v4
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with:
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path: repo
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- name: Checkout PyAutoBuild
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uses: actions/checkout@v4
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with:
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repository: PyAutoLabs/PyAutoBuild
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ref: main
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path: PyAutoBuild
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- name: Run url_check.sh
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run: bash PyAutoBuild/autobuild/url_check.sh repo

README.rst

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PyAutoGalaxy: Open-Source Multi Wavelength Galaxy Structure & Morphology
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========================================================================
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.. image:: https://mybinder.org/badge_logo.svg
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:target: https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/HEAD
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.. image:: https://colab.research.google.com/assets/colab-badge.svg
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:target: https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/start_here.ipynb
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.. image:: https://readthedocs.org/projects/pyautogalaxy/badge/?version=latest
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`Installation Guide <https://pyautogalaxy.readthedocs.io/en/latest/installation/overview.html>`_ |
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`readthedocs <https://pyautogalaxy.readthedocs.io/en/latest/index.html>`_ |
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`Introduction on Colab <https://colab.research.google.com/github/Jammy2211/autogalaxy_workspace/blob/release/start_here.ipynb>`_
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`Introduction on Colab <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/start_here.ipynb>`_
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`HowToGalaxy <https://pyautogalaxy.readthedocs.io/en/latest/howtogalaxy/howtogalaxy.html>`_
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**PyAutoGalaxy** is software for analysing the morphologies and structures of galaxies:
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- `The PyAutoGalaxy readthedocs <https://pyautogalaxy.readthedocs.io/en/latest>`_, which includes `an overview of PyAutoGalaxy's core features <https://pyautogalaxy.readthedocs.io/en/latest/overview/overview_1_start_here.html>`_, `a new user starting guide <https://pyautogalaxy.readthedocs.io/en/latest/overview/overview_2_new_user_guide.html>`_ and `an installation guide <https://pyautogalaxy.readthedocs.io/en/latest/installation/overview.html>`_.
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- `The introduction Jupyter Notebook on Google Colab <https://colab.research.google.com/github/Jammy2211/autogalaxy_workspace/blob/release/start_here.ipynb>`_, where you can try **PyAutoGalaxy** in a web browser (without installation).
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- `The introduction Jupyter Notebook on Google Colab <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/start_here.ipynb>`_, where you can try **PyAutoGalaxy** in a web browser (without installation).
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- `The autogalaxy_workspace GitHub repository <https://github.com/Jammy2211/autogalaxy_workspace>`_, which includes example scripts and the `HowToGalaxy Jupyter notebook lectures <https://github.com/Jammy2211/autogalaxy_workspace/tree/main/notebooks/howtogalaxy>`_ which give new users a step-by-step introduction to **PyAutoGalaxy**.
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docs/howtogalaxy/chapter_1_introduction.rst

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In chapter 1, we introduce you to galaxy morphology, structure and the core **PyAutoGalaxy** API.
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**Binder** links to every tutorial are included.
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**Colab** links to every tutorial are included.
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The chapter contains the following tutorials:
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`Tutorial 0: Visualization <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_1_introduction/tutorial_0_visualization.ipynb>`_
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`Tutorial 0: Visualization <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_1_introduction/tutorial_0_visualization.ipynb>`_
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- Setting up **PyAutoGalaxy**'s visualization library.
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`Tutorial 1: Grids And Galaxies <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_1_introduction/tutorial_1_grids_and_galaxies.ipynb>`_
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`Tutorial 1: Grids And Galaxies <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_1_introduction/tutorial_1_grids_and_galaxies.ipynb>`_
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- Using grids of (y,x) coordinates with galaxies made up of light profiles.
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`Tutorial 2: Data <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_1_introduction/tutorial_2_data.ipynb>`_
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`Tutorial 2: Data <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_1_introduction/tutorial_2_data.ipynb>`_
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- Simulating and inspecting telescope imaging data of a galaxy.
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`Tutorial 3: Fitting <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_1_introduction/tutorial_3_fitting.ipynb>`_
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`Tutorial 3: Fitting <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_1_introduction/tutorial_3_fitting.ipynb>`_
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- Fitting data with a galaxy model.
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`Tutorial 4: Methods <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_1_introduction/tutorial_4_methods.ipynb>`_
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`Tutorial 4: Methods <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_1_introduction/tutorial_4_methods.ipynb>`_
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- An overview of the different methods used to fit galaxies with.
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`Tutorial 5: Summary <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_1_introduction/tutorial_5_summary.ipynb>`_
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`Tutorial 5: Summary <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_1_introduction/tutorial_5_summary.ipynb>`_
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- A summary of the chapter.

docs/howtogalaxy/chapter_2_modeling.rst

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`Tutorial 1: Non-linear Search <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_1_non_linear_search.ipynb>`_
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`Tutorial 1: Non-linear Search <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_1_non_linear_search.ipynb>`_
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- How a non-linear search is used to fit a model and the concepts of a parameter space and priors.
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`Tutorial 2: Practicalities <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_2_practicalities.ipynb>`_
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`Tutorial 2: Practicalities <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_2_practicalities.ipynb>`_
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- Practicalities of performing model-fitting, like how to inspect the results on your hard-disk.
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`Tutorial 3: Realism and Complexity <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_3_realism_and_complexity.ipynb>`_
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`Tutorial 3: Realism and Complexity <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_3_realism_and_complexity.ipynb>`_
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- Finding a balance between realism and complexity when composing and fitting a model.
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`Tutorial 4: Dealing with Failure <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_4_dealing_with_failure.ipynb>`_
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`Tutorial 4: Dealing with Failure <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_4_dealing_with_failure.ipynb>`_
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- What to do when PyAutoGalaxy finds an inaccurate model.
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`Tutorial 5: Linear Profiles <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_5_linear_profiles.ipynb>`_
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`Tutorial 5: Linear Profiles <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_5_linear_profiles.ipynb>`_
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- Light profiles which capture complex morphologies in a reduced number of non-linear parameters.
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`Tutorial 6: Masking <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_6_masking.ipynb>`_
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`Tutorial 6: Masking <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_6_masking.ipynb>`_
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- How to mask your data to improve the model.
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`Tutorial 7: Results <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_7_results.ipynb>`_
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`Tutorial 7: Results <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_7_results.ipynb>`_
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- Overview of the results available after successfully fitting a model.
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`Tutorial 8: Need for Speed <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_2_modeling/tutorial_8_need_for_speed.ipynb>`_
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`Tutorial 8: Need for Speed <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_2_modeling/tutorial_8_need_for_speed.ipynb>`_
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- How to fit complex models whilst balancing efficiency and run-time.
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docs/howtogalaxy/chapter_3_search_chaining.rst

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`Tutorial 1: Search Chaining <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_3_search_chaining/tutorial_1_search_chaining.ipynb>`_
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`Tutorial 1: Search Chaining <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_3_search_chaining/tutorial_1_search_chaining.ipynb>`_
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- Breaking the modeling procedure into a chained sequence of model-fits.
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`Tutorial 2: Prior Passing <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_3_search_chaining/tutorial_2_prior_passing.ipynb>`_
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`Tutorial 2: Prior Passing <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_3_search_chaining/tutorial_2_prior_passing.ipynb>`_
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- How the results of earlier searches are passed to later searches.
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`Tutorial 3: x2 Galaxies <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_3_search_chaining/tutorial_3_x2_galaxies.ipynb>`_
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`Tutorial 3: x2 Galaxies <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_3_search_chaining/tutorial_3_x2_galaxies.ipynb>`_
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`Tutorial 1: Pixelizations <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_1_pixelizations.ipynb>`_
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`Tutorial 1: Pixelizations <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_1_pixelizations.ipynb>`_
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- Creating a pixel-grid which will reconstruct a galaxy's light.
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`Tutorial 2: Mappers <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_2_mappers.ipynb>`_
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`Tutorial 2: Mappers <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_2_mappers.ipynb>`_
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- How a pixelization maps between the data and pixelization.
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`Tutorial 3: Inversions <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_3_inversions.ipynb>`_
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`Tutorial 3: Inversions <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_3_inversions.ipynb>`_
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- Inverting the mappings to reconstruct the galaxy's light.
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`Tutorial 4: Bayesian Regularization <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_4_bayesian_regularization.ipynb>`_
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`Tutorial 4: Bayesian Regularization <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_4_bayesian_regularization.ipynb>`_
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`Tutorial 6: Model Fit <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_6_model_fit.ipynb>`_
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`Tutorial 6: Model Fit <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_4_pixelizations/tutorial_6_model_fit.ipynb>`_
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docs/howtogalaxy/chapter_optional.rst

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`Tutorial: Mass Profiles <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_optional/tutorial_mass_profiles.ipynb>`_
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`Tutorial: Mass Profiles <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_optional/tutorial_mass_profiles.ipynb>`_
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- A description of mass profiles implemented in PyAutoGalaxy, which are currently only used by its child project PyAutoLens.
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`Tutorial: Sub-grids <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_optional/tutorial_sub_grids.ipynb>`_
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`Tutorial: Sub-grids <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_optional/tutorial_sub_grids.ipynb>`_
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- Use sub-grids to perform more accurate and precise calculations.
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`Tutorial: Searches <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=notebooks/howtogalaxy/chapter_optional/tutorial_searches.ipynb>`_
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`Tutorial: Searches <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/howtogalaxy/chapter_optional/tutorial_searches.ipynb>`_
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docs/index.rst

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- `The PyAutoGalaxy readthedocs <https://pyautogalaxy.readthedocs.io/en/latest/>`_, which includes `an overview of PyAutoGalaxy's core features <https://pyautogalaxy.readthedocs.io/en/latest/overview/overview_1_start_here.html>`_, `a new user starting guide <https://pyautogalaxy.readthedocs.io/en/latest/overview/overview_2_new_user_guide.html>`_ and `an installation guide <https://pyautogalaxy.readthedocs.io/en/latest/installation/overview.html>`_.
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- `The introduction Jupyter Notebook on Binder <https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/release?filepath=start_here.ipynb>`_, where you can try **PyAutoGalaxy** in a web browser (without installation).
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- `The introduction Jupyter Notebook on Colab <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/start_here.ipynb>`_, where you can try **PyAutoGalaxy** in a web browser (without installation).
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- `The autogalaxy_workspace GitHub repository <https://github.com/Jammy2211/autogalaxy_workspace>`_, which includes example scripts and the `HowToGalaxy Jupyter notebook lectures <https://github.com/Jammy2211/autogalaxy_workspace/tree/main/notebooks/howtogalaxy>`_ which give new users a step-by-step introduction to **PyAutoGalaxy**.
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docs/overview/overview_2_new_user_guide.rst

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- `imaging/start_here.ipynb <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/imaging/start_here.ipynb>`_:
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Galaxy modeling with CCD imaging (e.g. Hubble, James Webb, ground-based telescopes).
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- `interferometer/start_here.ipynb <https://colab.research.google.com/github/Jammy2211/autogalaxy_workspace/blob/release/notebooks/interferometer/start_here.ipynb>`_:
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- `interferometer/start_here.ipynb <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/interferometer/start_here.ipynb>`_:
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- `multi_band/start_here.ipynb <https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/notebooks/multi/start_here.ipynb>`_:
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Still Unsure?

paper/paper.md

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lecture series composed of over 20 Jupyter notebooks aimed at non-experts, introducing them to galaxy morphology
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analysis, Bayesian inference and teaching them how to use `PyAutoGalaxy` for scientific study. The lectures
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are available on [Binder](https://mybinder.org/v2/gh/Jammy2211/autogalaxy_workspace/HEAD) and may therefore be
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are available on [Colab](https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.4.13.6/start_here.ipynb) and may therefore be
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taken without a local `PyAutoGalaxy` installation.
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# Software Citations

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