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descriptions for the First Edition. information, Relative Entropy, and Mutual Information. 2 Joint Entropy and Conditional Entropy. 3 Relative Entropy and Mutual Information. 4 day Between Entropy and Mutual Information. 5 Chain Rules for Entropy, Relative Entropy, and Mutual Information.