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Home
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Computational Linguistics
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Mathematics
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Probability Theory
Sample spaces & events
Axioms of probability
Conditional probability
Independence
Joint, marginal, conditional distributions
Bayes' theorem
Random variables (discrete & continuous)
PMF, PDF, CDF
Expected value & variance
Common distributions
Law of Large Numbers
Central Limit Theorem
Entropy (Shannon)
Cross-entropy
KL Divergence
Mutual Information
Likelihood & log-likelihood