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 # Homework No. 1 - SP4E Course
 
 Mahmoud Shaqfa, Igor Tomić
 
 
 
-Ex.No.2 "Exercise2.py", includes an algortihm for the Conjegate Gradient (CG) algorithm and plots the iterative steps over the objective's surface. The program can be run using the terminal command: python3 Exercise2.py.
+Ex.No.2 "Exercise2.py", includes an algorithm for the Conjugate Gradient (CG) algorithm and plots the iterative steps over the objective's surface. The program can be run using the terminal command: python3 Exercise2.py.
 
 The file "Benchmark2.py" is a file to benchmark the solution of the pre-proposed problem. This file is a direct application for a musical-inspired algorithm. It's a general algorithm that can solve any type of the optimization problems of any hardness. For more information about it refer to:
 
 - Geem, Zong Woo, Joong Hoon Kim, and G. V. Loganathan (2001). "A new heuristic optimization algorithm: harmony search." Simulation 76.2: pp. 60-68.
 or: https://en.wikipedia.org/wiki/Harmony_search