Scientific computing with Python

Numerical Analysis = Scientific Computing

Contents:

• Scientific Python - numpy
• Scientific Python - scipy
• Scientific Python - matplotlib
• Error Analysis
• Root Finding
• Linear algebra
  • Solve \(\boldsymbol{A} \vec{x} = \vec{b}\)
  • How fast is it?
• Interpolation
  • linear interpolation
  • spline
  • ND interpolation
• Curve fitting
• Numerical Differentiation
• Numerical Integration
• Numerical Optimization
• Solution of ODEs
• Error Analysis
• Eigenvalues and Eigenvectors