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. 2019 Sep 30;5(10):1717–1730. doi: 10.1021/acscentsci.9b00804

Figure 6.

Figure 6

Transfer learning across organic and inorganic materials. (a) Heatmap display of 290 compositional descriptors for 853 organic polymers (upper half) and 1056 inorganic compounds (lower half). The upper and lower half samples are separately sorted from top to bottom by increasing order n of organic polymers and inorganic compounds, respectively. (b) Projection of the 290 compositional descriptors onto two-dimensional space through t-SNE. The organic polymer and inorganic compound samples are colored red and blue, respectively. (c) Transfer learning performance from inorganic compounds to organic polymers. (Left) Prediction performance for n of organic polymers using model trained on inorganic compound data. (Right) Prediction results of best transferred model.