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_toc.yml
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# Table of contents
# Learn more at https://jupyterbook.org/customize/toc.html
format: jb-book
root: README.md
parts:
- caption: Things you should know
chapters:
- file: syllabus.md
- file: docs/README.md
- file: learning-objectives.md
sections:
- file: docs/330_vs_340.md
- file: docs/homework_instructions.md
- file: docs/resources.md
- file: docs/grades.md
- file: docs/setup.md
- file: docs/git_installation.md
- file: docs/asking_for_help.md
- caption: Lectures
chapters:
- file: lectures/notes/01_intro.ipynb
- file: lectures/notes/02_terminology-decision-trees.ipynb
- file: lectures/notes/03_ml-fundamentals.ipynb
- file: lectures/notes/04_kNNs-SVM-RBF.ipynb
- file: lectures/notes/05_preprocessing-pipelines.ipynb
- file: lectures/notes/06_column-transformer-text-feats.ipynb
- file: lectures/notes/07_linear-models.ipynb
- file: lectures/notes/08_hyperparameter-optimization.ipynb
- file: lectures/notes/09_classification-metrics.ipynb
- file: lectures/notes/10_regression-metrics.ipynb
- file: lectures/notes/12_ensembles.ipynb
- file: lectures/notes/13_feat-importances.ipynb
- file: lectures/notes/14_feature-engineering-selection.ipynb
- file: lectures/notes/15_K-Means.ipynb
- file: lectures/notes/16_DBSCAN-hierarchical.ipynb
- file: lectures/notes/17_recommender-systems.ipynb
- file: lectures/notes/18_natural-language-processing.ipynb
- file: lectures/notes/19_intro_to_computer-vision.ipynb
- file: lectures/notes/20_time-series.ipynb
- file: lectures/notes/21_survival-analysis.ipynb
- file: lectures/notes/22_communication.ipynb
- file: lectures/notes/24_deployment-conclusion.ipynb
- file: lectures/notes/final-exam-review-guiding-question.ipynb
- file: lectures/notes/appendixA_feature-engineering-text-data.ipynb
- file: lectures/notes/appendixB_multiclass-strategies.ipynb
- caption: Attribution
chapters:
- file: attribution
- file: LICENSE