This lecture covers the concept of algorithms as instructions to perform specific tasks, including searching and sorting methods like linear search, binary search, bubble sort, and insertion sort. It also delves into optimization and greedy algorithms, as well as the Halting Problem and the 'Diagonalization' Argument.