Data Driven Modeling
&
Scientific Computation
Basic Computation & Visualization
MATLAB Introduction
Linear Systems
Curve Fitting
Differentiation & Integration
Basic Optimization
Visualization
Differential and Partial Differential Equations
Initial & Boundary Value Problems
Finite Difference Methods
Time & Space Stepping Schemes
Spectral Methods
Finite Elements Method
Data Analysis
Statistical Methods
Time-Frequency Analysis
Image Processing
Singular Value Decomposition
Independent Component Analysis
Image Recognition: Basic Machine Learning
Compressed Sensing
Dimensionality Reduction for PDEs
Dynamic Mode Decomposition
Data Assimilation
Scientific Applications
Differential Equations and Boundary Values
Partial Differential Equations
Applications of Data Analysis
Inferring Connectivity Graphs and Causal Relations in Networks