Week 5

Week 5#

Part 1. SciPy for scientific computing#

  • 5.1 - Scipy Linear Algebra

    • 5.1.1 Linear Systems

    • 5.1.2 Spectral Decomposition

    • 5.1.3 Matrix Functions

    • 5.1.4 Sparse Matrices

    • 5.1.5 Matrix Exponential

    • 5.1.6 Unitary Matrix

    • 5.1.6 Tensor Product

    • 5.1.7 Linalg Least Square Fit

    • 5.1.8 Single Value Decomposition

    • 5.1.9 Schur Decomposition

  • 5.2 Scipy Optimization

    • 5.2.1 Function Minimum

    • 5.2.2 Global Optimization

    • 5.2.3 Function Roots

    • 5.2.4 Optimize Least Square Fit

    • 5.2.5 Curve Fit

  • 5.3 Scipy Fourier Transform

    • 5.3.1 The Fourier Transform

    • 5.3.2 Wave Packet

    • 5.3.3 The Uncertainty Principle

    • 5.3.4 Quantum Fourier Transform

    • 5.3.5 The Bloch Sphere

  • 5.4 Scipy ODEs & PDEs

    • 5.4.1 Integration

    • 5.4.2 ODE

    • 5.4.3 Finite Difference Method

    • 5.4.4 PDE

Contents