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Optimization and root finding (:mod:`scipy.optimize`)


Scalar functions optimization

Local (multivariate) optimization

Global optimization

Least-squares and curve fitting

Nonlinear least-squares

Linear least-squares

Curve fitting

Root finding

Scalar functions


Linear programming / MILP

Assignment problems


Finite-difference approximation

Line search

Hessian approximation

Benchmark problems

Legacy functions



Root finding


See :

Local connectivity graph

Hover to see nodes names; edges to Self not shown, Caped at 50 nodes.

Using a canvas is more power efficient and can get hundred of nodes ; but does not allow hyperlinks; , arrows or text (beyond on hover)

SVG is more flexible but power hungry; and does not scale well to 50 + nodes.

All aboves nodes referred to, (or are referred from) current nodes; Edges from Self to other have been omitted (or all nodes would be connected to the central node "self" which is not useful). Nodes are colored by the library they belong to, and scaled with the number of references pointing them

GitHub : /scipy/optimize/
type: <class 'module'>