AI4003 Optimization in ML

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2023-24 Second Semester
AI4003 Optimization in ML
Assignment 4
Due Date: 20/May/2024(Mon), before 10:00pm.
• Write down your Chinese name and student number. Write neatly on A4-sized paper and show your steps.
• Late submissions or answers without details will not be graded.

  1. Answer the questions:
    (a) What is the feasible set in constrained optimization?
    (b) How to convert inequality constriant into equality constraint?
  2. For the following primal problem, ffnd the dual problem
    min f(x, y) = 5x + 6y
    s.t.3x + 2y ≥ 10
    4x + 7y≥ 9
    where x and y are positive.
  3. [Lagrangian] Find the minimum of the function
    f(x, y) = x
    2 + (y − 1)
    2
    s.t.x + 2y = 2
  4. Maximum entropy distributions under moment constraints.
    WX:codinghelp