Reinforcement Learning Techniques

In this chapter, we will cover the following recipes:

• Weather forecasting with MDP
• Optimizing a financial portfolio using DP
• Finding the shortest path
• Deciding the discount factor using Q-learning
• Implementing a deep Q-learning algorithm
• Developing an AI-based dynamic modeling system
• Deep reinforcement learning with Double Q-learning
• Deep Q-Network algorithm with dueling Q-learning