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Machine Learning for Catalyst Design and Discovery

Snapshots: ML scripts for reproducibility

Description

This is a set of scripts to generate results of our paper: Statistical Analysis and Discovery of Heterogeneous Catalysts Based on Machine Learning from Diverse Published Data (K. Suzuki, T. Toyao, Z. Maeno, S. Takakusagi, K. Shimizu, I. Takigawa)

Note

The results are based on the following versions of related libraries. To reproduce the same outputs, you need these versions on anaconda3-5.0.1.

  • sklearn: 0.19.1
  • xgboost: 0.81
  • pandas: 0.23.1
  • numpy: 1.14.5
  • scipy: 1.0.1
  • matplotlib: 2.2.4

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MIT

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  • Jupyter Notebook 94.8%
  • Python 5.2%