Linear Programming and Regression

This chapter collects some notes on the lectures in the sixth week of the course.

• Linear Programming
  • Optimization Problems
  • The Simplex Algorithm
  • Operations Research in Julia
  • Duality
  • Proposals of Project Topics
  • Exercises
• Regression
  • Solving Overdetermined Linear Systems
  • Predictive Models
  • Regression as a Data Mining Task
  • Proposals of Project Topics
  • Exercises
  • Bibliography
• Least Squares Chebyshev and Fourier
  • Approximating Functions with Orthogonal Bases
  • Chebyshev Approximations
  • Fitting Functions with Fourier Series
  • Proposals of Project Topics
  • Exercises