Numdifftools
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Contents:

  • 1. Introduction
  • 2. Tutorials
  • 3. How-to guides
  • 4. Topics guides
  • 5. Reference
  • Changelog
  • Contributors
  • License
  • Acknowledgments
  • Indices and tables
  • Bibliography
Numdifftools
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  • Numerical differentiation
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Numerical differentiationΒΆ

  • Introduction
  • Numerical differentiation of a general function of one variable
  • Unequally spaced finite difference rules
  • Odd and even transformations of a function
  • Complex step derivative
  • High order derivative
  • Richardson extrapolation methodology applied to derivative estimation
  • Multiple term Richardson extrapolants
  • Uncertainty estimates for Derivative
  • Derivative in action
  • Gradient and Hessian estimation
    • Multivariate calculus examples
    • Gradients and Hessians
    • Directional derivatives
    • Jacobian matrix
  • Conclusion
  • Acknowledgments
  • References

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