Non Linear Optimization
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Non Linear Optimization

  • Deep Dive into solving optimization problems where the relationship between variables is non-linear
  • Explore techniques like gradient descent, Newton’s method, and constraint handling to find optimal solutions
  • Get hands-on project focused on Optimizing Power Grid Distribution for efficient energy management

Created by Selva Prabhakaran

  • 12 Video Lessons

  • English

  • English captions

What you will learn

01

High-Performance Computing Fundamentals

02

Python packges for Non linear optimization

03

Simple Constrained minimization problem

04

Industrial case study: Optimizing Power Grid Distribution

05

Techniques to linearize non-linear equations

06

Non-linear programming in ML

Course Curriculum

Requirements

  • Courses Page1 Basics of Python
  • Courses Page1 Foundational knowledge of Data Science
  • Courses Page1 High school maths

Who should attend this course?

  • Data Science Aspirants

  • Data Science Professionals

  • Software/Data engineers interested in quantitative analysis

  • Professionals working with large datasets

  • Data analysts, economists, researchers

Instructor

Selva Prabhakaran Principal Data Scientist

My name is Selva, and I am super excited to mentor you on this project!

I head the Data Science team for a global Fortune 500 company and over the last 10 years of my data science experience I’ve deployed 20+ global products. I’m also the Founder & Chief Author of Machine Learning Plus, which has over 4M annual readers.

I specialize in covering the in-depth intuition and maths of any concept or algorithm. And based on my existing student requests, I’ve put up the series of courses and projects with detailed explanations – just like an on the job experience. Hope you love it!

  • 4.5+Instructor rating

  • 200+ reviews

  • 75K+students

  • 50+ Courses