01 welcome-to-the-course.mp4 (7.87 MB)
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01 biostatistics-and-experiments.mp4 (18.02 MB)
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02 set-notation-and-probability.mp4 (22.06 MB)
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01 probability.mp4 (30.42 MB)
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02 random-variables.mp4 (8.27 MB)
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01 pmfs-and-pdfs.mp4 (23.17 MB)
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01 expected-values.mp4 (16.66 MB)
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02 rules-about-expected-values.mp4 (13.73 MB)
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03 variances-and-chebyshevs-inequality.mp4 (25.7 MB)
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02 correlation.mp4 (15.33 MB)
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02 bayes-rule-and-dlrs.mp4 (33.76 MB)
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01 likelihood.mp4 (44.73 MB)
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02 the-normal-distribution.mp4 (40.55 MB)
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03 profile-likelihoods.mp4 (11.59 MB)
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01 t-confidence-intervals.mp4 (34.32 MB)
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01 plotting.mp4 (31.01 MB)
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01 the-jackknife.mp4 (17.84 MB)
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02 bootstrapping.mp4 (24.35 MB)
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01 binomial-proportions-part-a.mp4 (10.03 MB)
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02 binomial-proportions-part-b.mp4 (50.41 MB)
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01 logs.mp4 (38.81 MB)
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01 hypothesis-testing.mp4 (2.33 MB)
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02 more-hypothesis-testing.mp4 (23.74 MB)
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03 general-rules-of-hypothesis-testing.mp4 (28.31 MB)
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04 two-sided-tests.mp4 (20.74 MB)
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05 confidence-intervals-p-values.mp4 (28.5 MB)
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01 power.mp4 (5.19 MB)
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02 calculating-power.mp4 (16.22 MB)
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03 t-tests-monte-carlo.mp4 (28.68 MB)
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01 relative-risks-odds-ratios-relative-measures.mp4 (9.58 MB)
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02 relative-risks-odds-ratios-the-relative-risk.mp4 (18.26 MB)
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03 relative-risks-odds-ratios-the-odds-ratio.mp4 (16.13 MB)
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01 delta-method.mp4 (12.05 MB)
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02 delta-method-derivation.mp4 (17.53 MB)
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01 fishers-exact-test.mp4 (21.51 MB)
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02 hyper-geometric-distribution.mp4 (15.92 MB)
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03 fishers-exact-text-in-practice-monte-carlo.mp4 (32.1 MB)
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01 chi-squared-testing.mp4 (35.32 MB)
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02 testing-independence.mp4 (23.43 MB)
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03 generalization.mp4 (46.13 MB)
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04 goodness-of-fit-testing.mp4 (26.32 MB)
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01 simpsons-paradox.mp4 (14.78 MB)
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02 simpsons-paradox-more-examples.mp4 (17.56 MB)
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03 weighting.mp4 (15.64 MB)
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04 cmh-test.mp4 (27.94 MB)
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01 case-control-sampling.mp4 (30.48 MB)
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02 exact-inference-for-the-odds-ratio.mp4 (19.3 MB)
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01 matched-2x2-tables.mp4 (7.38 MB)
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02 dependence-and-marginal-homogeneity.mp4 (15.85 MB)
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03 estimation-of-the-marginal-difference-in-proportions.mp4 (8.74 MB)
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04 odds-and-ends-for-matched-2x2-tables.mp4 (27.36 MB)
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01 the-sign-test.mp4 (19.26 MB)
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02 the-sign-rank-test.mp4 (23.62 MB)
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03 the-rank-sum-test.mp4 (28.21 MB)
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01 poisson-distribution.mp4 (12.95 MB)
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02 poisson-likelihood.mp4 (13.56 MB)
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03 poisson-p-value-calculation.mp4 (12.02 MB)
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01 introduction.mp4 (11.88 MB)
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02 matrix-derivatives.mp4 (6.12 MB)
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03 coding-example.mp4 (3.7 MB)
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01 centering-by-matrix-multiplication.mp4 (8.41 MB)
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02 coding-example.mp4 (3.95 MB)
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01 variance-via-matrix-multiplication.mp4 (8.16 MB)
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02 coding-example.mp4 (3.56 MB)
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02 regression-through-the-origin.mp4 (5.9 MB)
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03 centering-first.mp4 (10.53 MB)
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04 coding-example.mp4 (2.6 MB)
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02 connection-with-linear-regression.mp4 (9.95 MB)
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03 coding-example.mp4 (3.98 MB)
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04 fitted-values-and-residuals.mp4 (6.07 MB)
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02 least-squares.mp4 (6.73 MB)
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03 coding-example.mp4 (1.75 MB)
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01 prediction.mp4 (2.44 MB)
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02 coding-example.mp4 (4.08 MB)
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01 residuals.mp4 (2.68 MB)
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02 coding-example.mp4 (3.74 MB)
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02 generalizations.mp4 (8.09 MB)
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03 generalizations-example.mp4 (2.7 MB)
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02 least-squares.mp4 (4.57 MB)
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03 coding-example.mp4 (5.66 MB)
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04 second-derivation-of-least-squares.mp4 (6.16 MB)
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01 projections.mp4 (11.83 MB)
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01 third-derivation-of-least-squares.mp4 (16.25 MB)
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02 coding-example.mp4 (8.27 MB)
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01 basic-examples-of-design-matrices-and-fits.mp4 (29.98 MB)
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02 group-effects.mp4 (5.35 MB)
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03 change-of-parameterization.mp4 (5.98 MB)
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04 ancova.mp4 (13.35 MB)
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01 bases-introduction.mp4 (29.2 MB)
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02 bases-2-fourier.mp4 (29.43 MB)
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03 bases-3-svds.mp4 (64.17 MB)
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04 bases-coding-example.mp4 (23.95 MB)
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01 introduction-to-residuals.mp4 (7.26 MB)
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02 partitioning-variability.mp4 (13.56 MB)
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01 introductory-video.mp4 (13.57 MB)
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02 multivariate-expected-values-the-basics.mp4 (5.91 MB)
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03 expected-values-matrix-operations.mp4 (3.07 MB)
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04 multivariate-variances-and-covariances.mp4 (7.66 MB)
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05 multivariate-covariance-and-variance-matrix-operations.mp4 (7.35 MB)
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06 expected-values-of-quadratic-forms.mp4 (4.65 MB)
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07 expected-value-properties-of-least-squares-estimates.mp4 (19.3 MB)
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02 normals-and-multivariate-normals.mp4 (11.17 MB)
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03 the-singular-normal-distribution.mp4 (9.57 MB)
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04 normal-likelihoods.mp4 (6.7 MB)
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05 normal-conditional-distributions.mp4 (12.42 MB)
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01 chi-squared-results-for-quadratic-forms.mp4 (13.42 MB)
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02 confidence-intervals-for-regression-coefficients.mp4 (8.67 MB)
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03 f-distribution.mp4 (6.03 MB)
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04 coding-example.mp4 (13.75 MB)
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05 prediction-intervals.mp4 (14.62 MB)
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06 coding-example.mp4 (12.53 MB)
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07 confidence-ellipsoids.mp4 (9.99 MB)
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08 coding-example.mp4 (13.72 MB)
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01 residuals-distributional-results.mp4 (6.32 MB)
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02 code-demonstration.mp4 (6.38 MB)
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03 leave-one-out-residuals.mp4 (11.11 MB)
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04 press-residuals.mp4 (17.94 MB)
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