Part 2: Scientific Computing with NumPy and SciPy

Chapter 8: Optimization with SciPy and CVXPY

Intermediate~150 min

Learning Objectives

  • Solve unconstrained optimization problems using scipy.optimize with proper Jacobian/Hessian
  • Formulate and solve constrained optimization with scipy and CVXPY
  • Implement proximal operators for common regularizers
  • Apply root finding and fixed-point iteration for system equations

Sections

Prerequisites

💬 Discussion

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