format: jb-book root: intro parts: - caption: About the course chapters: - file: schedule - file: teachers - file: textbooks - caption: Review of Statistics with Resampling Techniques and Linear Algebra numbered: true chapters: - file: statistics.ipynb - file: linalg.ipynb - caption: From Regression to Support Vector Machines numbered: true chapters: - file: chapter1.ipynb - file: chapter2.ipynb - file: chapter3.ipynb - file: chapter4.ipynb - file: chapteroptimization.ipynb - file: chapter5.ipynb - caption: Decision Trees, Ensemble Methods and Boosting numbered: true chapters: - file: chapter6.ipynb - file: chapter7.ipynb - caption: Dimensionality Reduction numbered: true chapters: - file: chapter8.ipynb - file: Clustering.ipynb - caption: Deep Learning Methods numbered: true chapters: - file: chapter9.ipynb - file: chapter10.ipynb - file: chapter11.ipynb