format: jb-book
root: intro.md
parts:
- caption: Introduction
  chapters:
  - file: intro-teaser.ipynb
  - file: overview.md
    sections:
    - file: overview-equations.md
    - file: overview-burgers-forw.ipynb
    - file: overview-ns-forw.ipynb
    - file: overview-optconv.md
  - file: supervised.md
    sections:
    - file: supervised-airfoils.ipynb
    - file: supervised-discuss.md
- caption: Physical Losses
  chapters:
  - file: physicalloss.md
  - file: physicalloss-code.ipynb
  - file: physicalloss-discuss.md
- caption: Differentiable Physics
  chapters:
  - file: diffphys.md
  - file: diffphys-code-burgers.ipynb
  - file: diffphys-dpvspinn.md
  - file: diffphys-code-ns.ipynb
- caption: Differentiable Physics with NNs
  chapters:
  - file: diffphys-examples.md
  - file: diffphys-code-sol.ipynb
  - file: diffphys-code-control.ipynb
  - file: diffphys-discuss.md
- caption: Reinforcement Learning
  chapters:
  - file: reinflearn-intro.md
  - file: reinflearn-code.ipynb
- caption: Improved Gradients
  chapters:
  - file: physgrad.md
  - file: physgrad-comparison.ipynb
  - file: physgrad-nn.md
  - file: physgrad-code.ipynb
  - file: physgrad-hig.md
  - file: physgrad-hig-code.ipynb
  - file: physgrad-discuss.md
- caption: PBDL and Uncertainty
  chapters:
  - file: bayesian-intro.md
  - file: bayesian-code.ipynb
- caption: Fast Forward Topics
  chapters:
  - file: others-intro.md
  - file: others-timeseries.md
  - file: others-GANs.md
  - file: others-lagrangian.md
- caption: End Matter
  chapters:
  - file: outlook.md
  - file: references.md
  - file: notation.md