Contextual Bandits

1. Contextual bandits via personalization in practice -

Tools

1. contextualbandits.com - adapt your creative according to context and outcomes automatically without A/B-sitting your campaigns.

2. Striatum - contextual bandits in python

3. Contextual bandits In python by david cortes - "This Python package contains implementations of methods from different papers dealing with contextual bandit problems, as well as adaptations from typical multi-armed bandits strategies. It aims to provide an easy way to prototype and compare ideas, to reproduce research papers that don't provide easily-available implementations of their proposed algorithms, and to serve as a guide in learning about contextual bandits. For details about the implementations, or if you would like to cite this in your research, see "Adapting multi-armed bandits policies to contextual bandits scenarios"."