Haizhao Yang (杨海钊)
  • Home
  • Research
  • Teaching
  • Codes
  • CV
  •   

    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