Various Machine Learning Methods Efficiency Comparison in Application to Inorganic Compounds Design

Various machine learning methods («Recognition» package and «Scikit-learn» package for Python) accuracy comparison was made on example of inorganic chemistry tasks solution. The crossvalidation and the ROC-analysis were applied to accuracy estimation.