Reinforcement Learning Use Cases

Below are few of the use-cases of reinforcement learing:

1. Google - AlphaGo
   • AlphaGo learned to play the game Go.
2. Google - Energy Management
   • Google DeepMind system of neural networks was trained on different scenarios & parameters to reduce the amount of energy for cooling their data centers by up to 40%.
3. Decision Service
   • Advertising
4. Trendyol
   • Email Advertising
   • Email automation tool that distinguishes which messages will be most relevant to which customers.
5. Alibaba
   • Advertising Display Bidding
   • Alibaba developed a system to quantify how likely a customer is to click on a particular ad.
6. Electa
   • Energy Management
   • Scientists from Electa developed a reinforcement learning system to optimize hot water control systems.
7. Fanuc / Telsa
   • Manufacturing & Robotics
   • Fanuc develops robots that quickly learn to perform new tasks, including sorting products or delivering them.
8. Unamed Company
   • Inventory Management
9. Cambridge University
   • Researches developed a RL algorithm that improves treatment policies for patients with sepsis.
10. Self Driving Cars
    • Tesla, Google