Probability

26 problems

• Bayesian A/B Test (Beta-Binomial)Medium
• Bellman equation for value iterationMedium
• Bernoulli Naive Bayes classifierMedium
• Bradley-Terry Strength MLEHard
• Cost-Sensitive Decision ThresholdMedium
• Decision tree learning (ID3)Hard
• Elo Rating UpdateEasy
• Gaussian process regression (RBF)Hard
• GMM E-step (responsibilities)Medium
• Inverse-transform samplingEasy
• Jensen-Shannon Divergence (Drift)Medium
• KL divergence (discrete)Easy
• Logistic regression — likelihood of the whole datasetEasy
• Logistic regression — probability of the true labelEasy
• Mutual informationMedium
• Pointwise mutual information (PMI)Medium
• Prioritized experience replayMedium
• Q-learning for MDPsMedium
• Rejection samplingMedium
• Shannon entropyEasy
• Thompson Sampling (Bernoulli-Beta)Medium
• Unigram probability from a corpusEasy
• VAE ELBO lossMedium
• Viterbi algorithmMedium
• Wasserstein distance (1-D)Medium
• Weighted multinomial samplingEasy