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LanceryH/Machine-Learning-and-mathematical-resolution

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This Rep contains

  • ACP 2D, 3D
  • K-mean
  • SVM
  • ADMM
  • Method of least squares multi-classes with regularisation
  • Method of least squares with kernels
  • Finite differences
  • Differentiable optimization
  • Newton-cotes order 5
  • Range Kutta 4

Dont forget to go take a look at the "rapport.pdf" in each file

To understand better how the physics, maths and codes work, each files contains a "rapport.pdf" with all the mathematics behind explained.

Population analyzes 1 (ACP_2D_3D ,kmoy)

Population analyzes 2 (SVM, ADMM, kmoy, method of least squares)

Rope simulation (opti of Partial Differential Equations)

Gravitational fields around a spherical mass (Newcotes order 5)

Heat equation (finite differences)

Image partitioning (ACP,kmoy,kernels)

Recognition of handwritten digits (neural links)

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