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Tianqi Chen
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Carnegie Mellon University
- Email: tqchen at cmu dot edu
- Google Scholar: Tianqi Chen
- Github: @tqchen
- Twitter: @tqchenml
- Office: GHC 8221
I am an Assistant Professor in the Machine Learning Department and Computer Science Department at Carnegie Mellon University . I am also a Distinguished Engineer at NVIDIA. I was the Chief Technologist of OctoAI(acquired by NVIDIA). I recently received my Ph.D. from Paul G. Allen School of Computer Science & Engineering, University of Washington.
At UW, I was advised by Carlos Guestrin. I also worked closely with Luis Ceze and Arvind Krishnamurthy. I was a member of SAMPL Lab and MODE Lab. I recieved my Master and Bachelor's degree from Prof. Yong Yu's ACM Honors Class at Shanghai Jiao Tong University (SJTU).
Research
I am interested in the intersection of machine learning and systems. I like to bring a whole stack view from models, systems down to the low-level hardware backend to solve real world AI and systems problems. We are working on exciting problems across the spectrum together at CMU Catalyst Group.
I am a believer of open source and open science. My group involves publishing algorithms in openly accessible mediums and building open-source machine learning systems that are widely adopted. Here are the ML systems that I created:
- MLC-LLM Universal LLM Deployment Engine with ML Compilation
- Apache TVM, an Automated End-to-End Optimizing Compiler for Deep Learning.
- XGBoost, a scalable tree boosting system.
- Apache MXNet(co-creator)
Activity and Services
- Board President, MLSys Conference.
- PC Chair, MLSys 2023.
- Artifact Evaluation Chair, MLSys 2022
- PC member of MLSys.
- Area Chair, ICML, NeurIPS.
Information
- Prospective students FAQ
Experience
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CMU, present Assistant Professor
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NVIDIA, present Distinguished Engineer
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OctoAI, 2019 - 2024 Chief Technologist.
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University of Washington, 2013 - 2019
Ph.D. student with Carlos Guestrin.