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