Introduction
  • Course Overview Lecture - PLEASE DO NOT SKIP THIS!
  • FAQ - Frequently Asked Questions
Data
  • What is Data?
  • Measuring Data
  • Quiz #1 - Measuring Data
  • Measurements of Central Tendency
  • Quiz #2 - Measures of Central Tendency
  • Measurements of Dispersion
  • Quiz #3 - Measures of Dispersion
  • Measurements - Quartiles
  • Quiz #4 - Quartiles and IQR
  • Bi-variate Data and Covariance
  • Pearson Correlation Coefficient
  • Section Assessment - Data
Probability
  • What is Probability?
  • Permutations
  • Quiz #5 - Permutations
  • Combinations
  • Quiz #6 - Combinations
  • Intersections, Unions, and Complements
  • Independent and Dependent Events
  • Quiz #7 - Independent & Dependent Events
  • Conditional Probability
  • Quiz #8 - Conditional Probability
  • Addition and Multiplication Rules
  • Bayes Theorem
  • Quiz #9 - Bayes Theorem
  • Section Assessment - Probability
Distributions
  • Introduction to Distributions
  • Uniform Distribution
  • Quiz #10 - Uniform Distribution
  • Binomial Distribution
  • Quiz #11 - Binomial Distribution
  • Poisson Distribution
  • Quiz #12 - Poisson Distribution
  • Normal Distribution
  • Quiz #13 - Normal Distribution
  • Normal Distribution - Formulas and Z Scores
  • Quiz #14 - Z Score
  • Section Assessment - Distributions
  • Optional Resource - Dash Scripts
Statistics
  • What is Statistics?
  • Sampling
  • Central Limit Theorem
  • Quiz #15 - Sampling and CLT
  • Standard Error
  • Hypothesis Testing
  • Hypothesis Testing Example Exercise #1
  • Hypothesis Testing Example Exercise #2
  • Quiz #16 - Hypothesis Testing #1
  • Type 1 and Type 2 Errors
  • Quiz #17 - Hypothesis Testing #2
  • Student's T Distribution
  • Student's T Distribution Example Exercise
  • Section Assessment - Statistics
Analysis of Variance (ANOVA)
  • Introduction to ANOVA
  • ANOVA - Analysis of Variance
  • F Distribution
  • Two Way ANOVA Overview
  • Two Way ANOVA Example Exercise
  • Two Way ANOVA with Replication
  • Section Assessment - ANOVA
Regression
  • Linear Regression
  • Regression Example
  • Multiple Regression
  • Section Assessment - Regression
Chi-Square Analysis
  • Chi-Square Analysis
  • Chi Squared Analysis - Exercise Example
  • Section Assessment - Chi Square Analysis
BONUS SECTION: THANK YOU!
  • BONUS LECTURE