P1 · Statistics & Probability
describe data, reason under uncertainty, test hypotheses
Describe data honestly, reason under uncertainty, and test what you think you see — the statistical instincts every later model quietly relies on, taught on word counts you can check by hand.
- Descriptive Statistics
P1.statistics-core.01 - Probability Distributions
P1.statistics-core.02 - Statistical Inference & Hypothesis Testing
P1.statistics-core.03 - Resampling & Confidence Intervals
P1.statistics-core.04 - Statistics for NLP Evaluation
P1.statistics-core.05 - Statistical Laws of Language
P1.statistics-core.06
- Correlation, Causation & Confounding
P1.stats-literacy.01 - Experiments & A/B Testing (step by step)
P1.stats-literacy.02 - Probability Traps & Fallacies (step by step)
P1.stats-literacy.03 - Reading Numbers: Averages, Samples & Signal (step by step)
P1.stats-literacy.04 - Communicating Uncertainty (step by step)
P1.stats-literacy.05