ML4ME_Textbook/_quarto.yml at main · IDEALLab/ML4ME_Textbook · GitHub

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project:
  type: book
  #output-dir: docs

book:
  title: "Machine Learning for Mechanical Engineering"
  author: "Mark Fuge"
  date: "09/17/2025"
  page-navigation: true
  page-footer: "Machine Learning for Mechanical Engineers © 2025 by [Mark Fuge and IDEAL Lab Contributors](./index.qmd#sec-contributors) is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/)"
  #downloads: [pdf]
  chapters:
    - index.qmd
    - intro.qmd
    - part: part1/index.qmd
      chapters:
        - part1/reviewing_supervised_linear_models.ipynb
        - notebooks/cross_validation_linear_regression.ipynb
        - notebooks/supervised_linear_models.ipynb
        - part1/linear_decompositions.ipynb
        - part1/taking_derivatives.ipynb
        - part1/distribution_distance.ipynb
        - part1/introduction_to_inference.ipynb
        - part1/introduction_to_probabilistic_programming.ipynb
    - part: part2/part2.qmd
      chapters:
        - part2/review_neural_networks.ipynb
        - part2/gen_models/intro_to_GANS.ipynb
        - part2/gen_models/GAN_pitfalls.ipynb
        - part2/gen_models/OT.ipynb
        - part2/gen_models/VAEs.ipynb
        - part2/gen_models/normalizing_flows.ipynb
        - part2/gen_models/continuous_flows.ipynb
        - part2/gen_models/score_matching.ipynb
        - part2/gen_models/diffusion_models.ipynb
        - part2/gen_models/flow_matching.ipynb
        - part2/gen_models/latent_generative_models.ipynb
        - part2/introduction_to_reinforcement_learning.ipynb
        - part2/gen_models/transformers.ipynb
    - part: part3/part3.qmd
      chapters:
      - part3/active_and_semisupervised_learning.ipynb
    #- looking_forward.qmd
    - references.qmd
    - part: problems/problems.qmd
      chapters:
        - problems/ps1.qmd
        - problems/ps2.qmd
    - part: notebooks/notebooks.qmd
      number-sections: false
      chapters:
        - notebooks/california_housing_visualization.ipynb

  appendices:
    - appendices/helpful_tooling.qmd
    #- appendices/data_preparation.qmd
    #- appendices/course_progression.qmd
    - appendices/review_of_singular_value_decomposition.ipynb
    - appendices/review_of_math_and_computing_foundations.ipynb

bibliography: references.bib

format:
  html:
    theme:
      - cosmo
      - brand
    reference-location: margin
    citation-location: margin
    footnote-location: margin
    notebook-links: true
  # pdf:
  #   documentclass: scrreprt
  #   #cite-method: biblatex
  #   include-in-header:
  #     - text: |
  #         \usepackage{amsmath}
  #         \usepackage{mathtools}
format-links: [ipynb]
editor:
  render-on-save: true