Big Data Theory
Group
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Things are similar: this makes science possible; things are different: this makes science necessary.
Postdoc Recruiting
Please send me your CV if you are interested in working on statistical theory for deep learning and online learning. Please see my research page for examples.Research Theme
- Deep Learning Theory: theory-inspired algorithms and theoretical understanding of deep learning phenomena;
- Trustworthy AI: interpretability, privacy, causality and robustness;
- Statistical Machine Learning for big data or high dimensional data
Group News
- Congrautations to Dr. Botao Hao who has recently joined Deepmind as a research scientist.
- Congrautations to Dr. Ching-Wei Cheng and Mr. Yu Yang for their papers being recently accepted by ICML.
- Congrautations to Dr. Botao Hao and Mr. Chi-Hua Wang for their papers being recently accepted by AISTATS.
- Prof. Guang Cheng is a Member of Institute for Advanced Study, Princeton for participating "Special Year on Optimization, Statistics, and Theoretical Machine Learning" in the fall of 2019. Acknowledge funding provided by Eric and Wendy Schmidt.
Funding
- NSF-DMS, NSF-CDS&E, ONR, Adobe, Institute for Advanced Study, SAMSI, Simons Foundation, Clinical and Translational Science Institute.