Machine Learning Trade-offs (IMAGE) Institute for Advanced Study Caption The trade-offs between different machine learning techniques. Symbolic regression is much less powerful than deep neural networks on high-dimensional datasets, but it is much more interpretable as it provides mathematical equations as output. Credit Digvijay Wadekar Usage Restrictions N/A License Original content Disclaimer: AAAS and EurekAlert! are not responsible for the accuracy of news releases posted to EurekAlert! by contributing institutions or for the use of any information through the EurekAlert system.