Introduction to Bandit Problems
Or, Maximising Utility Under Uncertainty
If you want a podcast: Brian Christian on the 80,000 Hours podcast
If you want an online sequence: Multi-Armed-Bandits by Steve Roberts
If you want a book: Algorithms to Live By
