Week 6: SciPy

Week 6: SciPy#

6.1 - Scipy Linear Algebra - [Notebook] - [Video]#

  • Linear Systems

  • Matrix Functions

  • Spectral Decomposition

  • Special Matrices

  • Sparse Matrix

  • Matrix Exponential

  • Unitary Matrix

  • Tensor Product

  • Linalg Least Square Fit

  • Single Value Decomposition

  • Schur Decomposition

6.2 - Scipy Optimization - [Notebook] - [Video]#

  • Function Minimum

  • Global Optimization

  • Function Roots

  • Optimize Least Square Fit

  • Curve Fit

6.3 - Scipy Fourier Transform - [Notebook] - [Video]#

  • The Fourier Transform

  • Wave Packet

  • The Uncertainty Principle

  • Quantum Fourier Transform

  • The Bloch Sphere

6.4 - Scipy ODEs & PDEs - [Notebook] - [Video]#

  • Integration

  • ODE

  • Finite Difference Method

  • PDE

6.5 Cheatsheet#

6.6 Tutorial#

6.7 Exercises#

Contents