_toc.yml

# Table of contents
# Learn more at https://jupyterbook.org/customize/toc.html

format: jb-book
root: README.md
parts:
  - caption: Preliminaries
    numbered: true
    chapters:
    - file: notebooks/chapter_preliminaries/Data Manipulation.ipynb
    - file: notebooks/chapter_preliminaries/Data Preprocessing.ipynb
    - file: notebooks/chapter_preliminaries/Linear Algebra.ipynb
    - file: notebooks/chapter_preliminaries/Calculus.ipynb
    - file: notebooks/chapter_preliminaries/Automatic Differentiation.ipynb
    - file: notebooks/chapter_preliminaries/Probability and Statistics.ipynb
  - caption: Linear Neural Networks for Regression
    numbered: true
    chapters:
    - file: notebooks/chapter_linear_regression/Linear Regression.ipynb
    - file: notebooks/chapter_linear_regression/Concise Implementation of Linear Regression.ipynb
  - caption: Linear Neural Networks for Classification
    numbered: true
    chapters:
    - file: notebooks/chapter_linear_classification/The Image Classification Dataset.ipynb
    - file: notebooks/chapter_linear_classification/Concise Implementation of Softmax Regression.ipynb
  - caption: Multilayer Perceptrons
    numbered: true
    chapters:
    - file: notebooks/chapter_multilayer_perceptrons/Multilayer Perceptrons.ipynb
    - file: notebooks/chapter_multilayer_perceptrons/Implementation of Multilayer Perceptrons.ipynb
    - file: notebooks/chapter_multilayer_perceptrons/Numerical Stability and Initialization.ipynb
    - file: notebooks/chapter_multilayer_perceptrons/Dropout.ipynb
  - caption: Builders’ Guide
    numbered: true
    chapters:
    - file: notebooks/chapter_builders_guide/parameters.ipynb
    - file: notebooks/chapter_builders_guide/read-write.ipynb
    - file: notebooks/chapter_builders_guide/use-gpu.ipynb
  - caption: Recurrent Neural Networks
    numbered: true
    chapters:
    - file: notebooks/chapter_recurrent_neural_networks/sequence.ipynb
    - file: notebooks/chapter_recurrent_neural_networks/text-sequence.ipynb
  - caption: Modern Recurrent Neural Networks
    numbered: true
    chapters:
    - file: notebooks/chapter_recurrent_modern/lstm.ipynb
    - file: notebooks/chapter_recurrent_modern/gru.ipynb
    - file: notebooks/chapter_recurrent_modern/deep-rnn.ipynb