SubStrat: A Subset-Based Optimization Strategy for Faster AutoML

Keyphrases

• Auto-sklearn 12%
• AutoML 100%
• Configuration Space 12%
• Data Scientist 12%
• Engineering Model 12%
• Feature Engineering 12%
• Genetic Algorithm 12%
• Hyperparameter Tuning 12%
• Machine Learning Framework 25%
• Machine Learning Optimization 12%
• Machine Learning System 25%
• Machine Learning Workflow 12%
• Manual Work 12%
• ML pipeline 37%
• Model Selection 12%
• Optimization Strategy 100%
• Prediction Accuracy 12%
• Selection Parameters 12%
• Subset-based 100%

Computer Science

• Automated Machine Learning 100%
• Configuration Space 12%
• Data Scientist 12%
• Experimental Result 12%
• Large Data Set 12%
• Learning Framework 25%
• Learning Process 12%
• Machine Learning 37%
• Optimization Strategy 100%
• Predictive Accuracy 12%