Doris Xin
Google Scholar _d0rx_ dorx dorx@berkeley.edu

I recently graduated from UC Berkeley with a PhD in Computer Science. I am currently working on building developer tools to empower data scientists.





Updates


Our paper “Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities” has been accepted at SIGMOD ‘21!


Our paper “Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows” (pre-print) has been accepted at CHI ‘21!


Our vision for the future of dataframe research has been presented at VLDB ‘20 by Devin Petersohn. Paper: Towards Scalable Dataframe Systems. Video.



Our work titled “Demystifying a Dark Art: Understanding Real-World Machine Learning Model Development” has been accepted as a full paper and will be presented virtually at HILDA 2020.