Yaning Liu
Assistant Professor at University Of Colorado Denver
Based in Denver, United States
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Seniority
Staff
Department
Education
Location
Denver
Industry
Higher Education
Company size
5K
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y•••••••@ucdenver.edu
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Background
About Yaning Liu
Use machine learning techniques to build computationally efficient surrogate models for computationally intractable scientific models -Uncertainty quantification and global sensitivity analysis for models under parametric uncertainty -Parallel computing with MPI, OpenMP, MPI4PY, PySpark-Accelerate the convergence of Monte Carlo samplings using variance reduction techniques -Solve data inversion (inverse problem) using particle filters and Markov chain Monte Carlo methods -Produce scalable software using Python, C++, Matlab, R and Fortran -High interest in data science; skills and experiences have been translated to solve real data problems, e.g, performing sentiment analysis, clustering, NER and POS tagging, and topic modeling for Amazon product reviews in the 2016 UC Berkeley CDIPS Workshop
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