We are pleased to announce that our recent paper, “Validity of Machine Learning in Biology and Medicine Increased Through Collaborations Across Fields of Expertise” was accepted and published online by Nature Machine Intelligence. We hope this review article can contribute a comprehensive summary of current work and future perspectives of machine learning for life sciences.