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Learning AI
Machine Learning cơ bản
en
English
Statistics and Math
Biostatistics in Public Health Specialization
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Last updated
Dec 2024
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Overview
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Course content
Sections:
5
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Resources:
116
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Section 1
Summary Statistics Public Health
01 Welcome
02_introduction-and-overview
03_samples-versus-population
04_considerations-with-regard-to-study-design
05_data-types-and-summarization
06_additional-examples
01_introduction
02_useful-summary-statistics
03_visual-displays
04_the-role-of-sample-size-on-sample-based-estimates
05_comparing-distributions-of-continuous-data
06_additional-examples
01_introduction
02_the-standard-normal-distribution-defined
03_applying-the-principles-of-the-normal-distribution-to-sample-data-to-estimate
04_what-happens-when-we-apply-the-properties-of-the-normal-distribution-to-data-not
05_additional-examples
01_introduction
02_binary-data-definition-and-summarization-binomial-distribution-
03_comparing-distributions-of-binary-data-risk-difference-and-relative-risk
04_comparing-distributions-of-binary-data-odds-ratios
05_a-brief-note-about-ratios-will-also-be-revisited-later-in-the-course
06_additional-examples
01_introduction
02_time-to-event-data-definition-censoring-and-numerical-summary-measures-incidence
03_numerically-comparing-groups-on-time-to-event-outcomes
04_summarizing-time-to-event-data-graphically
05_graphically-comparing-groups-on-time-to-event-outcomes
06_additional-examples
Section 2
Hypothesis Testing in Public Health 2024-4
01_introduction
02_sampling-distribution-definition
03_examples-sampling-distribution-for-a-single-mean
04_examples-sampling-distribution-for-a-single-proportion-incidence-rate
05_estimating-sampling-distribution-characteristics-from-single-samples-of-data
06_additional-examples
01_introduction
02_confidence-intervals-for-single-population-parameters
03_confidence-intervals-for-population-proportions-and-incidence-rates
04_so-what-is-a-confidence-interval-and-how-should-it-be-interpreted
05_a-note-on-confidence-intervals-for-population-quantities-based-on-small-samples
06_additional-examples
01_introduction
02_confidence-intervals-for-population-comparison-measures
03_confidence-intervals-for-comparing-means-of-continuous-outcomes-between-two
04_confidence-intervals-for-binary-comparisons-part-1-difference-in-proportions
05_confidence-intervals-for-binary-comparisons-part-2-ratio-of-proportions-and-odds
06_confidence-intervals-for-incidence-rate-ratios
07_a-brief-note-about-ratios-again
08_additional-examples
01_introduction
02_hypothesis-testing-the-general-concept-and-for-comparing-means-between-two
03_hypothesis-testing-comparing-means-between-two-populations-the-paired-approach
04_hypothesis-testing-comparing-means-between-two-populations-the-unpaired-approach
05_debriefing-on-the-p-value-part-1
06_additional-examples
01_introduction
02_hypothesis-testing-the-general-concept-and-for-comparing-means-between-two
03_hypothesis-testing-comparing-means-between-two-populations-the-paired-approach.mp4]
04_hypothesis-testing-comparing-means-between-two-populations-the-unpaired-approach
05_debriefing-on-the-p-value-part-1
06_additional-examples
Section 3
Topic 2
Test
Section 4
Simple Regression Analysis in Public Health
01_introduction
02_simple-regression-an-overview
03_simple-linear-regression-with-a-binary-or-nominal-categorical-predictor
04_simple-linear-regression-with-a-categorical-predictor
05_simple-linear-regression-with-a-continuous-predictor
06_simple-linear-regression-model-estimating-the-regression-equation-accounting-for
07_measuring-the-strength-of-a-linear-association
08_additional-examples
01_introduction
02_simple-logistic-regression-an-overview
03_simple-logistic-regression-with-a-binary-or-categorical-predictor
04_simple-logistic-regression-with-a-continuous-predictor
05_simple-logistic-regression-accounting-for-uncertainty-in-the-estimates
06_estimating-risk-and-functions-of-risk-from-logistic-regression-results
07_additional-examples
01_introduction
02_simple-cox-regression-an-overview
03_simple-cox-regression-with-a-binary-or-categorical-predictor
04_simple-cox-regression-with-a-continuous-predictor
05_simple-cox-regression-accounting-for-uncertainty-in-the-estimates
06_estimating-survival-curves-from-cox-regression-results
07_additional-examples
01_introduction
02_confounding-a-formal-definition-and-some-examples
03_adjusted-estimates-presentation-interpretation-and-utility-for-assessing
04_adjusted-estimates-the-general-idea-behind-the-computations
05_additional-examples
01_effect-modification-introduction-with-an-analytic-example
02_effect-modification-tree-damage-and-elevation-example
03_effect-modification-examples-from-the-literature
04_confounding-versus-effect-modification-a-review
05_additional-examples
Section 5
Coursera Multiple Regression Analysis in Public Health
01_multiple-regression-an-overview
02_multiple-linear-regression-some-examples.
03_multiple-linear-regression-basics-of-model-estimation-and-handling-uncertainty
04_estimate-group-means-and-mean-differences-for-groups-who-differ-in-more-than-one.
05_the-linearity-assumption-and-estimating-amount-of-variability-explained-by
06_examples-from-the-literature
07_investigating-effect-modification-with-multiple-linear-regression-forthcoming
08_investigating-effect-modification-with-multiple-linear-regression-more-examples.
09_additional-examples-of-multiple-linear-regression
01_multiple-logistic-regression-some-example
02_multiple-logistic-regression-basics-of-model-estimation-and-handling-uncertainty
03_estimating-group-odds-and-proportions-and-odds-ratios-for-groups-who-differ-in
04_the-linearity-assumption-and-a-brief-note-about-prediction-with-multiple
05_examples-from-the-literature.
06_investigating-effect-modification-with-multiple-logistic-regression-part-1
07_investigating-effect-modification-with-multiple-logistic-regression-part-2
08_additional-examples
01_some-examples
02_basics-of-model-estimation-and-handling-uncertainty-in-the-resulting-estimates
03_estimating-hazard-ratios-for-groups-who-differ-in-more-than-one-predictor-with
04_the-linearity-assumption-and-prediction-with-multiple-cox-regression
05_examples-from-the-literature
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Biostatistics in Public Health Specialization
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30 Dec 2024
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