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mbp's Introduction

Mathematical foundations of algorithms

This course is devoted to mathematical aspects laying at the basis of major programming theories.

In this course we will cover the following fundamental topics:

  • Number representation in computer
  • Linear algebra basics: vectors and matrices. And their role in computations.
  • Graphs and trees.
  • Algorithm complexity analysis. Big-O notation.
  • Algorithmic strategies with connection to programming:
    • Recurrence relations and recursion in programs.
    • Brute force and it's practical improvements.
    • Heuristic algoritms.
    • Greedy algorithms and matroids.
  • Formal models.
    • Finite State Automata.
    • Languages and Grammatics.

Original plan is located here.

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