/Numerical-Optimization

Introduction to Numerical Optimization with Python

Primary LanguageHTML

This is the github repository for the online open source book Introduction to Mathematical Optimization: with Python. The link to the book: https://indrag49.github.io/Numerical-Optimization/

This repo was initially generated from a bookdown template available here: https://github.com/jtr13/bookdown-template.

Book Description

This is an open-source introductory book on numerical/mathematical optimization aimed at audience who want to start with the subject matter with hands on implementation of the methods with Python. I plan to make this an open source collaborative project which will grow with time with legitimate contributions from the comnmunity.

This book aims to cover the following:

  • Introduction to Numerical Optimization
  • Introduction to Unconstrained Optimization
  • Solving one dimensional optimization problems
  • Line Search Descent Method
  • Conjugate Gradient Methods
  • Quasi-Newton Methods

Licence

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.