jphall663 / automl_resources

A running list of links for AutoML - very unofficial and incomplete

automl_resources

A running list of links for AutoML - very unofficial and incomplete.

References

• Deep Feature Synthesis: Towards Automating Data Science Endeavors
  CSAIL, MIT

• Efficient and Robust Automated Machine Learning
  Department of Computer Science, University of Freiburg, Germany

• Using Machine Learning to Explore Neural Network Architecture
  Google

• AutoML: Automatic Machine Learning
  H2O.ai

Software

Data Exploration

• Pandas Profiler

Feature Engineering

• Feature Tools

Modeling

• Auto-Sklearn
• H2O.ai AutoML

Pipelines

• TPOT
• ATM