Statistics Biostatistics — Premed

Statistics Biostatistics: 28 lectures in Premed (Premed). Introduction to Statistics in the Health Sciences · Types of Data and Study Design · Descriptive Statistics - Measures of Central Tendency · Descriptive Statistics - Variability and Distribution Shape · Data Visualization and Exploratory Ana…

  1. Lecture 1: Introduction to Statistics in the Health Sciences
  2. Lecture 2: Types of Data and Study Design
  3. Lecture 3: Descriptive Statistics - Measures of Central Tendency
  4. Lecture 4: Descriptive Statistics - Variability and Distribution Shape
  5. Lecture 5: Data Visualization and Exploratory Analysis
  6. Lecture 6: Probability Fundamentals
  7. Lecture 7: Conditional Probability and Bayes' Theorem
  8. Lecture 8: Discrete Probability Distributions
  9. Lecture 9: The Binomial and Poisson Distributions
  10. Lecture 10: The Normal Distribution
  11. Lecture 11: Sampling Distributions and the Central Limit Theorem
  12. Lecture 12: Confidence Intervals for Means
  13. Lecture 13: Confidence Intervals for Proportions
  14. Lecture 14: Hypothesis Testing - Framework and Logic
  15. Lecture 15: One-Sample and Two-Sample t-Tests
  16. Lecture 16: Type I and Type II Errors, Statistical Power
  17. Lecture 17: Tests for Proportions and Chi-Square Tests
  18. Lecture 18: Analysis of Variance (ANOVA)
  19. Lecture 19: Correlation
  20. Lecture 20: Simple Linear Regression
  21. Lecture 21: Multiple Regression Introduction
  22. Lecture 22: Nonparametric Methods
  23. Lecture 23: Survival Analysis Introduction
  24. Lecture 24: Sensitivity, Specificity, and Diagnostic Testing
  25. Lecture 25: Relative Risk, Odds Ratios, and Epidemiologic Measures
  26. Lecture 26: Clinical Trials and Study Design
  27. Lecture 27: Interpreting Medical Literature Critically
  28. Lecture 28: Course Review