Teach me STATISTICS in half an hour! Seriously.
Probability Distribution Functions (PMF, PDF, CDF)
What is the t-distribution? An extensive guide!
Learn Statistical Regression in 40 mins! My best video ever. Legit.
Binomial Distribution EXPLAINED in UNDER 15 MINUTES!
Poisson Distribution EXPLAINED in UNDER 15 MINUTES!
Introduction to REGRESSION! | SSE, SSR, SST | R-squared | Errors (ε vs. e)
Variance and Standard Deviation: Why divide by n-1?
Basic probability: Joint, marginal and conditional probability | Independence
What is a Normal Distribution?
Hypothesis testing (ALL YOU NEED TO KNOW!)
Exponential Distribution! AWESOME EXPLANATION. Why is it called "Exponential"?
What is skewness? A detailed explanation (with moments!)
Regression assumptions explained!
Regression Output Explained
Introduction to Survival Analysis [1/8]
Bayesian Statistics: An Introduction
Hypergeometric Distribution EXPLAINED!
What are confidence intervals? Actually.
Descriptive Statistics: The median
Chi-squared Test for Independence! Extensive video!
What are p-values?? Seriously.
What is the Chi-Squared distribution? Extensive video!
What is Multicollinearity? Extensive video + simulation!
What are "moments" in statistics? An intuitive video!
ANOVA: One-way analysis of variance
What is Kurtosis? (+ the "peakedness" controversy!)
Maximum Likelihood Estimation (MLE) | Score equation | Information | Invariance
Likelihood | Log likelihood | Sufficiency | Multiple parameters
What is the Coefficient Of Variation?? (+ examples!)
Advanced Regression - Categorical X variables and Interaction terms
Regression II - Degrees of Freedom EXPLAINED | Adjusted R-Squared
What are degrees of freedom?!? Seriously.
What's a Log Scale?? Pandemic Plots Explained!
What is Heteroskedasticity?
Non-parametric tests - Sign test, Wilcoxon signed rank, Mann-Whitney
HYPOTHESIS TESTING BASICS: Type 1/Type 2 errors | Statistical power
What is STANDARDIZED data?? (Direct and Indirect Standardization)
Hypothesis testing #1: Basics (no maths!)
Arithmetic Mean | Geometric Mean | Harmonic Mean
Hyp testing #2: Testing for μ when σ is known.
Chi-squared Goodness of Fit Test! Extensive video!
Kaplan-Meier Curves and Log-rank Test - [Survival Analysis 4/8]
What is COVARIANCE? What is CORRELATION? Detailed video!
Exact test, Empirical distribution, Bootstrapping
WHAT ARE LOGIT MODELS?? (Logistic models)
Censoring and Truncation + LOADS OF EXAMPLES - [Survival Analysis 2/8]
Portfolio Diversification and Optimisation
Graphing: Histograms and frequency polygons in EXCEL
Hazard and Survival Functions - [Survival Analysis 5/8]
Descriptive Statistics: The Mean
Wald test | Likelihood ratio test | Score test
Standard Error (of the sample mean) | Sampling | Confidence Intervals | Proportions
Descriptive Statistics: The Mode
REGRESSION: Non-Linear relationships & Logarithms
Categorical Data I: Proportions testing | Z test | Chi Squared test
Hyp testing #3: Testing for μ when σ is unknown
What is autocorrelation? Extensive video!
"Mutually Exclusive" and "Independent" Events (...are VERY different things!)
MATHS IN REAL LIFE: A Fruit Juice Company