Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar
Published in ICML Workshop on Automated Machine Learning, 2019
This work leverages reinforcement learning and domain-specific grammars to automatically synthesize machine learning pipelines, advancing the state of automated machine learning.
Recommended citation: Drori, I., Krishnamurthy, Y., Lourenço, R. de P., Rampin, R., Cho, K., Silva, C., & Freire, J. (2019). "Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar." ICML Workshop on Automated Machine Learning.