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Real Analysis
- C
- omplex Analysis
- Fourier Analysis
- Functional Analysis
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Numerical Analysis
- Dynamical System
- Numerical Methods for DE
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Numerical Methods for PDE
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Uncertain Quantification
- Lattice Boltzman Method (Audit)
Optimization
- Operation Research
- Nonconvex Global Optimization
- Foudations of Opt for Machine Learning (Lecturer: Prof. Suvrit Sra)
- Opt for Machine Learning (Lecturer: Prof. Martin Jaggi)
- Combinatorial Optimization (Audit)
- Convex Optimization (Textbook from Boyd)
Probablity & Statistics
- Probablity Theory
- Branching Random Walk
- Molecular Dynamics Simulation and Deep Learning
- Statistics
- Economic Statistics
- Foundamentals of Mathematical Statistics
- Deep Learning Theory (Lectuer: Prof. Zhiyuan Li)
- Statistical Foundation for Machine Learning (Audit)
Computer Science
Physics
Others