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Implementation of core numerical analysis algorithms in Python: polynomial interpolation, linear equation solvers, numerical integration, ODEs, and root-finding.

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Numerical Methods - Python Projects & Labs

This project is a collection of Numerical Methods algorithms implemented in Python during my university studies. This repository serves as a knowledge archive and demonstrates my programming and computational mathematics skills.

🚀 Technologies

  • Language: Python 3
  • Libraries: The project relies mainly on standard libraries and some mathematical packages, showcasing native implementations of formulas and algorithms.

📂 Project Structure

The tasks are divided into individual laboratory sessions, covering various numerical problems:

  • Lab1 - Lab3: Interpolation (e.g., Newton's interpolation polynomials, generalized Horner's scheme).
  • Lab5 - Lab9: Advanced numerical methods for solving systems of equations, numerical integration, and finding roots (implementations depend on the specific lab session).

Note: The lab numbers correspond to the original course structure.

💡 Examples of Implemented Algorithms

  • Calculating the coefficients of a Newton polynomial using the divided differences method.
  • Evaluating a polynomial using Horner's scheme.
  • (and other optimization and numerical algorithms discussed during the course)

📌 Project Goals

This project demonstrates:

  • The ability to translate complex mathematical formulas into functional code.
  • Working with optimization algorithms and data structures.
  • Writing clean and efficient Python code.

About

Implementation of core numerical analysis algorithms in Python: polynomial interpolation, linear equation solvers, numerical integration, ODEs, and root-finding.

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