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zaltac authored Jan 7, 2025
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[Video 1. Numerical Differentiation Basics](https://www.youtube.com/watch?v=J1E7Wo-Bn-0) In this video, the numerical differentiation and its geometric interpretation are presented. The necessity for numerical differentiation, truncation, and round-off errors is explained. First-order forward and backward, along with the second-order central difference, formulas are derived.

[Video 2. Examples of Numerical Differentiation](https://www.youtube.com/watch?v=GM2jNF5M8nA) In this video, two examples are presented. The first one involves differentiating an explicitly known function illustrating the effect of reducing h on forward and central difference formulas. The second example involves a discrete dataset for which first and second derivatives are estimated using second-order difference formulas.

[Video 3. Finite Differences and Direct-Fit Polynomialsn](https://www.youtube.com/watch?v=DPMLPhcGv1s) This video covers deriving finite difference (forward, backward, central) equations using direct-fit polynomials using uniformly and nonuniformly distributed data points.

[Video 4. Numerical Differentiation via Richardson Extrapolation](https://www.youtube.com/watch?v=kaseVNv-7KM) This video describes the application of Richardson extrapolation to numerical differentiation. The construction of Richardson table is illustrated for the first derivative using central difference formula. A numerical example with step-by-step explanations is also given for a better understanding of the theory.

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