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This lecture introduces various algorithms used to solve mathematical problems approximately with a computer, focusing on stability, precision, and convergence. It covers fundamental concepts such as stability, cost, and accuracy of algorithms, and their implementation in Matlab. The instructor emphasizes the importance of understanding algorithm theory and critical result analysis.