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Reinforcement Learning "RL" - Coggle Diagram
Reinforcement Learning "RL"
Definition
Reinforcement Learning Vs Machine Learning other Subfields
No Data
Exploration
Learning by Trial-and-error
Implementation Approaches
Value-Based
Policy-Based
Model-Based
When RL term was coined
1960s
Reinforcement Learning Origins
Animal Psychology
Control Theory
Reinforcement Learning Applications
Self-driving Cars
Industry Automation
NLP "Natural Language Processing"
Healthcare
Computer Clusters Resources Management
Traffic Light Control
Robotics
Web System Configuration
Personalized Recommendations
Games
When to apply Reinforcement Learning
Trial and Error Problem
Markov Decision Process “MDP”
Delayed reward
Control Problem
Simulated environment
When it is difficult to define a task
Topics you Expect to Learn
Policy-Based and Value-Based Algorithms
REINFORCE
SARSA
Deep Q-Networks (DQN)
Improving DQN
Combined Methods
Advantage Actor-Critic (A2C)
Proximal Policy Optimization (PPO)
Parallelization Methods
Practical Details
Getting Deep RL to Work
SLM Lab
Network Architectures
Hardware
Environment Design
States
Actions
Rewards
Transition Function