Probability & Statistics
Introduction to Statistics
Linear regression & correlation
Stirling’s approximation & the Poisson Distribution
Probability & Tree diagrams
Mean, median, mode
Histograms
Cumulative frequency graphs
Venn diagrams
Conditional probability
& Bayes theorem
Combinatorics: nCr and nPr
Correlation and Regression
Geometric, Binomial & Poisson distributions
Normal distribution & confidence intervals
Expectation, Variance, Skew, Kurtosis
Moment Generating Functions (MGF)
Probability Generating Functions (PGF)
Estimators, Confidence intervals & Student t-test
Chi-squared test
Non-parametric tests Binomial hypothesis testing
Random numbers from distributions
Information theory
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