As quantum hardware continues to evolve rapidly, it is imperative to establish systematic methods for effectively and reliably extracting information from limited measurements of quantum states. In this talk, I will discuss data-centric view on opportunities and challenges with quantum computing and how my collaborators and I approach them using machine learning.