This document discusses algorithms and dynamic programming techniques. It focuses on iterative algorithms for calculating Fibonacci numbers and edit distance, including applications in computational molecular biology such as finding the longest common subsequence and comparing sequences with mismatches. Edit distance is explored in depth through iterative formulations and applications.