Explore Exploit

Content

• Bandits

  • UCB
  • EXP3
  • Bayesian bandits
  • Thompson sampling

• Contextual Bandits

  • Gaussian Process Regression Bandits
  • General Bayesian settings
  • Regret based formulations

• Applications

  • Computational Advertising
  • Content recommendation

Supplementary material

See the syllabus for a detailed overview of the topics covered.