DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering

Keyphrases

• Deep Reinforcement Learning (deep RL) 100%
• Machine Learning System 100%
• Automatic Machine Learning 100%
• Search Space 66%
• Computational Cost 33%
• Challenging Tasks 33%
• Machine Learning Algorithms 33%
• Machine Learning 33%
• Process Optimization 33%
• Reinforcement Learning 33%
• Human Expert 33%
• Learning-based 33%
• Unseen 33%
• Learning Activities 33%
• Efficient Representation 33%
• Pipelined Architecture 33%
• Automatic Generation 33%
• Training Costs 33%
• Automatic pipeline 33%
• Machine Learning pipelines 33%
• Action Space 33%
• End-to-end Machine Learning 33%
• Classification Datasets 33%
• Algorithm Architecture 33%
• Multiple pipelines 33%
• Dynamic Action 33%

Computer Science

• Machine Learning 100%
• Deep Reinforcement Learning 100%
• Automatic Machine 100%
• Search Space 40%
• Machine Learning Algorithm 20%
• Reinforcement Learning 20%
• Process Optimization 20%
• Computational Cost 20%
• Efficient Representation 20%
• Pipeline Architecture 20%
• Automatic Generation 20%
• Learning Experiences 20%
• Analyzed Datasets 20%