Econometrics

• Derive OLS Estimaors in Matrix Form
  
• OLS and GLS with Autocorrelation Error Terms
  
• OLS and GLS with Heteroskedasiticity
  
• OLS Assumptions Test
  
• Bias & Variance Tradeoff
  
• Ridge & Lasso Regression
  
• Principal Component Analysis (PCA)
  
• Panel Data Regression
  
• Healthcare Economics

Probability & Math Fundementals

• Linear Algebra for Machine Learning
• Jensen’s Inequility \(g(E[X]) \neq E[g(X)]\)
• Central Limit Theorem
  
• Poisson Distribution
  
• Maximum Likelihood Estimation
  
• Calculus - Integration Techniques