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This repository provide source algorithms and code in Matlab to solve academic problems in the student textbook.

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PhongDiii/Numerical-Method---Machine-Learning

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Numerical-Method---Machine-Learning

This repository provide source algorithms and code in Matlab to solve academic problems in the student textbook.

Main content

I have learned this course in school that got some points below :

  • How to estimate and evaluate by error analysis.
  • Perform problem to matrices, system of linear equations,
  • Use approximation theory, numerical solution of nonlinear systems of equations,
  • Learn about interpolation, numerical differentiation and integration,numerical solution of differential equations, finding sum of series.
  • Familiar with random numer generation and simulation, introduction to linear programming. Programming and application projects will be emphasized.

Group Project

GEYSER INSPIRED ALGORITHM: A NEW GEOLOGICAL‐INSPIRED META‐HEURISTIC FOR REAL‐PARAMETER AND CONSTRAINED ENGINEERING OPTIMIZATION

  • This project use approximation theory by GEA, GWO, AHA algorithm to estimate the deep of geothermal construction.
  • By establish code in cost function, main, run thoundsands replication among nodes, we take the optimal value with acceptable error about 2%.
  • This project use MATLAB code.

Update

  • I create an excel file that containt solution by question in the textbook
  • Present another real problem that guild step by step how to approach and apply this knowledge into reality.
  • Build a source code for machine learning apply this knowledge

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