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Jacques Cloete and his team of DPhil students created this pirate-themed treasure hunt that teaches the Exploration/Exploitation Dilemma in machine learning through interactive play. Here, Jacques explains the game and provides everything you need to use it yourself in your outreach and engagement activities.