Introduction to Programming with C++
- procedural programming
- type-generic programming
- object-oriented programming
Introduction to Numerical Methods and Software
- essential analysis and linear algebra
- root finding
- convex unconstrained optimization
- regression
Introduction to Algorithmic Differentiation
- first and higher derivative models
- derivative code by overloading
- exploitation of sparsity
- derivative code by hand
- derivative code by automatic source transformation
Advanced Topics in Algorithmic Differentiation
- implementation by overloading and template metaprogramming with C++
- extended set of elemental functions (linear algebra, implicit functions)
- AD mission planning
- data flow reversal for adjoints
Advanced C++
Combinatorial Problems in Scientific Computing
- sparse basic linear algebra
- sparse linear algebra
