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 - file: chapter12.ipynb - file: chapter13.ipynb - caption: Weekly material, notes and exercises numbered: false chapters: - file: exercisesweek34.ipynb - file: week34.ipynb - file: exercisesweek35.ipynb - file: week35.ipynb - file: exercisesweek36.ipynb - file: week36.ipynb - file: exercisesweek37.ipynb - file: week37.ipynb - file: exercisesweek38.ipynb - file: week38.ipynb - file: exercisesweek39.ipynb - file: week39.ipynb - file: week40.ipynb - file: week41.ipynb - file: exercisesweek41.ipynb - caption: Projects numbered: false chapters: - file: project1.ipynb