National University of Singapore:
2017-2019 Semester 2 Math 6252 Topics in Applied Mathematics II --Major topics include: basic machine learning tools, applications and challenges for big data, sampling algorithms for big data, randomized algorithms in deep learning, structured computation in deep learning, and parallel algorithms for deep learning.
2018-2019 Semester 2 Math 5230 Modeling and Numerical Simulation --It focuses on modelling problems in real life and other disciplines into mathematical problems and simulating their solutions by scientific computing methods. Major topics covered include modelling and numerical simulations in selected areas of physical and engineering sciences, biology, finance, imaging and optimisation.
2018-2019 Semester 1 DSA 3102 Convex Optimization --Topics include modeling examples and basic concepts of optimization; convex functions and properties; gradients and subgradients; gradient methods; sub-gradient methods; Newton-type algorithms and the Barzilai-Borwein method; constrained optimization; accelerated proximal gradient methods; stochastic block coordinate descent methods; convex conjugacy and duality; splitting algorithms and implementations; CVX Matlab software for convex programming.
2017-2018 Semester 1 Math 4230 Matrix Computation --Major topics include basic vector and matrix manipulation, the singular value decomposition, QR factorization, least squares problems, conditioning and stability, eigenvalue problems, and various applications in scientific computing and data science.
Duke University:
2017 Spring Math 532 Basic Analysis II -- Fourier and wavelet analysis. Differential and integral calculus in Rn. Inverse and implicit function theorems. Further topics in multivariable analysis.
2016 Fall Math 561 Scientific Computing I -- Numerical Linear Algebra, Optimization, and Monte Carlo Algorithms
2016 Spring Math 353 ODE and PDE
2015 Fall Math 353 ODE and PDE
Stanford University:
2014 Spring Math53
2014 Fall Math104
2013 Winter Math53
2013 Fall Math118
2013 Spring Math21
2013 Winter Math20
The University of Texas at
Austin:
2012 Fall Calculus
2011 Fall Elementary
Methods of statistics
2011 Fall An Introduction to Scientific Computing and Statistics