My work focuses on the epistemic, moral, and political significance of machine learning in science and public life. Tackling these issues leads me to confront fundamental questions concerning the role non-epistemic values in science and technology, the relationship between various conceptions of objectivity and trust, and the nature and importance of uncertainy estimates for responsibility.