Accuracy-Time Efficient Hyperparameter Optimization Using Actor-Critic-based Reinforcement Learning and Early Stopping in OpenAI Gym Environment

Keyphrases

• Reinforcement Learning 100%
• Early Stopping 100%
• Actor-critic 100%
• Hyperparameter Optimization 100%
• OpenAI Gym 100%
• Random Forest 60%
• Computation Cost 40%
• Machine Learning Algorithms 40%
• Hyperparameters 20%
• Support Vector Machine Classifier 20%
• Optimized Architecture 20%
• XGBoost 20%
• Hyperparameter Selection 20%
• Advantage Actor-Critic 20%
• Stopping Scheme 20%

Computer Science

• Reinforcement Learning 100%
• Leaning Parameter 100%
• Computation Cost 33%
• Machine Learning Algorithm 33%
• Random Decision Forest 33%
• Experimental Result 16%
• Support Vector 16%
• Extreme Gradient Boosting 16%
• Random Forest Classifier 16%

Chemical Engineering

• Reinforcement Learning 100%
• Learning System 66%
• Support Vector Machine 33%