_toc.yml

format: jb-book
root: book/cover
parts:
  - caption: Introduction
    numbered: true  # Only applies to chapters in Part 1.
    chapters:
    - file: book/01_intro
    - file: book/02_what_is_data_science
    - file: book/03_data_science_ethics_society
    - file: book/04_use_of_this_book
  - caption: Data Science Basics
    numbered: true
    chapters:
    - file: book/05_data_and_types
    - file: book/06_data_information_knowledge
    - file: book/07_data_science_workflow
  - caption: Data Acquisition and First Exploration
    numbered: true
    chapters:
    - file: book/08_data_acquisition_and_preparation
    - file: notebooks/09_data_preparation
    - file: notebooks/10_distributions_statistical_measures
  - caption: In-depth Data Exploration
    numbered: true
    chapters:
    - file: notebooks/11_correlation_analysis
    - file: notebooks/12_clustering
    - file: notebooks/13_introduction_outlier_detection
    - file: notebooks/14_dimensionality_reduction
  - caption: Supervised Machine Learning
    numbered: true
    chapters:
    - file: notebooks/15_machine_learning
    - file: notebooks/16_machine_learning_algorithms
    - file: notebooks/17_machine_learning_algorithms_2
    - file: notebooks/18_machine_learning_algorithms_3
    - file: notebooks/19_machine_learning_techniques
    - file: notebooks/20_machine_learning_ensembles
  - caption: Working with Text Data
    numbered: true
    chapters:
    - file: notebooks/21_working_with_text_data
    - file: notebooks/22_NLP_2_tokenization
    - file: notebooks/23_NLP_3_tfifd_and_machine_learning
    - file: notebooks/24_NLP_4_ngrams_word_vectors
  - caption: Look at the Networks
    numbered: true
    chapters:
    - file: notebooks/25_graphs
    - file: notebooks/26_graph_visualization
    - file: notebooks/27_graphs_communities
  - caption: Next Steps
    numbered: true
    chapters:
    - file: notebooks/outlook
  - caption: References
    chapters:
    - file: book/acknowledgements
    - file: book/bibliography
  - caption: Source Code and Contributions
    chapters:
    - file: book/github