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Fundamentals Checklist:

1. Probability Distributions

   • Discrete: Uniform, Bernoulli, Binomial, Poisson, Negative Binomial, Geometric, Hypergeometric

   • Continuous: Uniform, Normal, Exponential, Gamma, Beta, Cauchy

2. Central Limit Theorem

3. Estimation

   • Bias and Mean Square Error of Point Estimators

   • Common Unbiased Point Estimators

   • Confidence Interval

4. Hypothesis Testing

5. Causal Inference

   • Potential Outcomes Framework

   • Ignorability

6. Bayes Theorem