Machine Learning in Material Science

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Questions and Answers

What are the two proposed sampling strategies to train machine learning models in the lowest amounts of data?

The two proposed sampling strategies to train machine learning models in the lowest amounts of data are not explicitly mentioned in the text.

Why is the need for generating large datasets a roadblock to building machine learning models?

The need for generating large datasets is a roadblock to building machine learning models because it is prohibitively expensive and time-consuming.

Which machine learning model was used in this work and how did the proposed sampling strategies improve its performance?

Crystal Graph Convolutional Neural Network (CGCNN) was used in this work and the proposed sampling strategies improved its performance by allowing it to reach the benchmark performance in fewer data samples.

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