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NLPA Math Review by Mind Map: NLPA Math Review
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NLPA Math Review

information theory

entropy

joint entropy

conditional entropy

mutual information

noisy channel model

channel capacity

relative entropy, Kullback-Leibler divergence

cross entropy

perplexity

entroy of English

statistics

basics

probabilities

conditional probabilities

independence, conditional independence

random variables

expectation and variance

joint distributions

conditional distributions

standard distributions

binomial distribution

multinomial distribution

normal distribution

central limit theorem

Bayesian methods

Bayes theorem

Bayesian parameter estimation

Bayesian updating

Bayesian decision theory