13 interactive notebooks ready to launch.
Demonstrate convergence of averages with simulated random experiments.
Use Monte Carlo sampling to analyze poker hand probabilities.
Build a Naive Bayes spam filter to explore Bayesian inference.
Compute expectation and variance on casino-style games.
Examine binomial distributions with examples and exercises.
Model rare events and queueing with the Poisson distribution.
Work with probability density and cumulative distribution functions.
Model waiting times with the exponential distribution.
Explore the normal distribution and its central role in statistics.
Analyze joint distributions and compute marginal probabilities.
Measure dependence between random variables with covariance and correlation.
Demonstrate the central limit theorem with simulation.
Build a Galton board simulation to visualize binomial convergence.