58 lines
1.5 KiB
YAML
58 lines
1.5 KiB
YAML
format: jb-book
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root: intro
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parts:
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- caption: About the course
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chapters:
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- file: schedule
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- file: teachers
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- file: textbooks
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- caption: Review of Statistics with Resampling Techniques and Linear Algebra
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numbered: true
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chapters:
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- file: statistics.ipynb
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- file: linalg.ipynb
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- caption: From Regression to Support Vector Machines
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numbered: true
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chapters:
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- file: chapter1.ipynb
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- file: chapter2.ipynb
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- file: chapter3.ipynb
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- file: chapter4.ipynb
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- file: chapteroptimization.ipynb
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- file: chapter5.ipynb
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- caption: Decision Trees, Ensemble Methods and Boosting
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numbered: true
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chapters:
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- file: chapter6.ipynb
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- file: chapter7.ipynb
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- caption: Dimensionality Reduction
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numbered: true
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chapters:
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- file: chapter8.ipynb
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- file: clustering.ipynb
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- caption: Deep Learning Methods
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numbered: true
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chapters:
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- file: chapter9.ipynb
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- file: chapter10.ipynb
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- file: chapter11.ipynb
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- file: chapter12.ipynb
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- file: chapter13.ipynb
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- caption: Weekly material, notes and exercises
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numbered: false
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chapters:
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- file: exercisesweek34.ipynb
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- file: week34.ipynb
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- file: exercisesweek35.ipynb
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- file: week35.ipynb
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- file: exercisesweek36.ipynb
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- file: week36.ipynb
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- file: exercisesweek37.ipynb
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- file: week37.ipynb
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- file: exercisesweek38.ipynb
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- file: week38.ipynb
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- caption: Projects
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numbered: false
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chapters:
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- file: project1.ipynb
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