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This lecture covers the concept of Lagrange interpolation, focusing on finding the polynomial that passes through given points. It explains the Vandermonde matrix, the process of constructing the interpolation polynomial, and the explicit formulas for Lagrange polynomials. The instructor demonstrates how to calculate Lagrange bases and polynomials, emphasizing the importance of distinct points for accurate results.