List of projects worked on by shangeth(shangeth.com) on Deep Reinforcement Learning

dl_drl_projects.md

Deep Reinforcement learning

• Monte Carlo Prediction

  Monte Carlo Prediction method reinforcement learning agent for BlackJack Game.

• Temporal Difference methods

  Temporal Difference methods like

  • SARSA(0)
  • SARSAMAX(Q-Learning)
  • Expected SARSA
  • and some experiments with TD Methods

• Value Function Approximation with Non-Linear networks

  Approximation of state-action value function(Q function) with Deep Neural networks.

  • Deep Q Network
  • Double Deep Q network
  • Dueling Deep Q Network

• Policy Based DRL methods

  Policy function aproximation with Deep NNs.

  • Optimization methods like Hill Climbing, Cross Entropy.
  • Gradient Based methods
    • Policy Gradient
    • Proximal Policy Approximation