Exploration and Exploitation

Resoucres

• Interactive website
  • An interactive look at Thompson sampling
• Slides
  • CMU@Introduction to Multi-Armed Bandits & Bayesian Optimization
  • CMU@Exploration/Exploitation in Multi-armed Bandits
• Industrial Applications
  • discussion@Has anyone have practical experience working with Multi arm bandit and Contextual Bandit problems - Most of the industrial applications use numpy directly.
  • Washington Post@Bandito, a Multi-Armed Bandit Tool for Content Testing
  • Google@Multi-armed bandit experiments
  • Netflix@ A Multi-Armed Bandit Framework for Recommendations at Netflix | Netflix
  • Multi-Armed Bandits and the Stitch Fix Experimentation Platform
  • Amazon@A general approach to solving bandit problems
  • Bujak & Rusiecki: How we personalized onet.pl with multi-armed bandits | PyData Warsaw 2019