Regression Diagnostics (2/2) - Generalized Linear Models - Residuals, QQ-plot, Outliers

Regression Diagnostics (1/2) - Linear Models - Residuals, QQ-plot, Outliers

GLM - Multinomial Regression (3/3) - Ordinal Data (Cumulative Link)

GLM - Multinomial Regression (2/3) - Nominal Data (Baseline Category)

GLM - Multinomial Regression (1/3) - Intro

Is war a war crime? (Israel-Hamas war 6 months analysis)

Trees - Weights and Feature Importance (Theory + Code)

Accelerated Failure Time (AFT) vs. Cox Proportional Hazards (CoxPH)

Accelerated Failure Time (AFT)

2 Examples - Mixed vs. Regular Models

Cost Complexity Pruning (Theory + Code)

Build a Decision Tree from scratch using Python (numpy)

Decision Trees - Stop Criteria, Categorical Data, NA's, Implementation

Decision Trees - Split Criteria

Decision Trees

Quantile Regression - Numerical Solutions

Quantile Loss

Linear vs. Quantile Regression

Israel vs. Palestine - The October 7 Massacre

R vs Python - 25 Coding Differences

Survival Analysis - Cox PH - Breslow Estimator

Survival Analysis - Cox PH - Partial Likelihood

Survival Analysis - Cox Proportional Hazards

Exploratory FA Code in R (psych)

CFA - Code Example in R (lavaan)

SEM - Code example in R (lavaan package)

SEM - Structural Equations Modelling

EFA vs. CFA - Exploratory vs. Confirmatory Factor Analysis

Factor Analysis - Statistical Intro 3 - Rotation, cov vs. cor, improper solution & the WOW criteria

Factor Analysis - Statistical Intro 2 - Estimation: PCA and ML