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_toc.yml
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format: jb-book
root: intro
parts:
- caption: Online Resources for Book Chapters
numbered: true
chapters:
- file: 01-intro/intro
sections:
- file: 01-intro/1-who-for
- file: 01-intro/2-why-this-book
- file: 01-intro/3-what-is-data-science
- file: 01-intro/4-what-book-covers
- file: 01-intro/5-what-book-does-not-cover
- file: 01-intro/6-intro-jupyter-and-python
- file: 01-intro/7-summary
- file: 02-first-stats/intro
sections:
- file: 02-first-stats/1-motivating-problem
- file: 02-first-stats/2-first-sims
- file: 02-first-stats/3-first-vis
- file: 02-first-stats/4-first-stats
- file: 02-first-stats/5-summary
- file: 03-first-data/intro
sections:
- file: 03-first-data/1-pandas-start
- file: 03-first-data/2-visualization
- file: 03-first-data/3-partitions
- file: 03-first-data/4-summary-stats
- file: 03-first-data/5-histogram
- file: 03-first-data/6-hypothesis-testing
- file: 03-first-data/7-2d-statistics-preview
- file: 03-first-data/8-summary
- file: 04-probability1/intro
sections:
- file: 04-probability1/1-outcomes-samplespaces-events
- file: 04-probability1/2-relative-frequency
- file: 04-probability1/3-fair-experiments
- file: 04-probability1/4-axiomatic-prob
- file: 04-probability1/5-corollaries
- file: 04-probability1/6-combinatorics
- file: 04-probability1/7-summary
- file: 05-null-hypothesis-testing/intro
sections:
- file: 05-null-hypothesis-testing/1-statistical-studies
- file: 05-null-hypothesis-testing/2-nhst
- file: 05-null-hypothesis-testing/3-calculating-p-values
- file: 05-null-hypothesis-testing/4-how-to-sample
- file: 05-null-hypothesis-testing/5-example-nhst
- file: 05-null-hypothesis-testing/6-bootstrap-dist-confidence-intervals
- file: 05-null-hypothesis-testing/7-errors-and-power
- file: 05-null-hypothesis-testing/8-summary
- file: 06-conditional-prob/intro
sections:
- file: 06-conditional-prob/1-simulating-cond-probs
- file: 06-conditional-prob/2-notation-and-intuition
- file: 06-conditional-prob/3-definition
- file: 06-conditional-prob/4-relating-cond-uncond
- file: 06-conditional-prob/5-more-on-simulating
- file: 06-conditional-prob/6-independence
- file: 06-conditional-prob/7-fair-exps
- file: 06-conditional-prob/8-conditional-independence
- file: 06-conditional-prob/9-chain-rules-total-prob
- file: 06-conditional-prob/10-summary
- file: 07-bayesian-methods/intro
sections:
- file: 07-bayesian-methods/1-bayes-rule
- file: 07-bayesian-methods/2-bayes-hidden-state
- file: 07-bayesian-methods/3-optimal-decisions
- file: 07-bayesian-methods/4-bayesian-hypothesis-testing
- file: 07-bayesian-methods/5-summary
- file: 08-random-variables/intro
sections:
- file: 08-random-variables/1-definition
- file: 08-random-variables/2-discrete-rvs
- file: 08-random-variables/3-cdfs
- file: 08-random-variables/4-important-discrete-rvs
- file: 08-random-variables/5-continuous-rvs
- file: 08-random-variables/6-important-continuous-rvs
- file: 08-random-variables/7-kernel-density-estimation
- file: 08-random-variables/8-conditioning-with-rvs
- file: 08-random-variables/9-summary
- file: 09-moments/intro
sections:
- file: 09-moments/expected-value
- file: 09-moments/expected-value-continuous
- file: 09-moments/moments
- file: 09-moments/parameter-estimation
- file: 09-moments/confidence-intervals-estimates
- file: 09-moments/mean-hypothesis-testing
- file: 09-moments/parameter-distributions
- file: 09-moments/sample-size-selection
- file: 09-moments/summary
- file: 10-conditional-stats/intro
sections:
- file: 10-conditional-stats/binary-decisions-nonbayesian
- file: 10-conditional-stats/point-conditioning
- file: 10-conditional-stats/bayesian-decisions
- file: 10-conditional-stats/summary
- file: 11-categorical-data/intro
sections:
- file: 11-categorical-data/contingency-tables
- file: 11-categorical-data/nhst
- file: 11-categorical-data/goodness-of-fit
- file: 11-categorical-data/summary
- file: 12-vector-regression/intro
sections:
- file: 12-vector-regression/vector-stats
- file: 12-vector-regression/linear-regression
- file: 12-vector-regression/nhst
- file: 12-vector-regression/nonlinear-regression
- file: 12-vector-regression/summary
- file: 13-multidim-dependence/intro
sections:
- file: 13-multidim-dependence/joint-rvs
- file: 13-multidim-dependence/linear-transforms
- file: 13-multidim-dependence/decorrelation
- file: 13-multidim-dependence/pca
- file: 13-multidim-dependence/summary
- caption: Online Resources for Book Chapters
chapters:
- file: 16-next-steps/next-steps
- file: appendix/appendix
- caption: Buy the Book
chapters:
- file: buy