Information Gain & Entropy: The Game Show Host Who Learned to Ask Perfect Questions

Imagine hosting a game show where contestants guess a secret by asking yes/no questions. A bad host asks 'Is it a mammal?' when 99% of options are mammals. A great host asks questions that split possibilities in HALF. This intuition — asking questions that eliminate maximum uncertainty — is exactly what entropy and information gain measure. Here's the complete guide.