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

Validity Period: 365 days

Already Subscribed? Click here to access your courses

  •  Course Certificate
  • Code Walkthroughs
  • Practice Data
  • Money Back if not satisfied
  • Algorithms explanation
  • 2h 26m of Self-paced videos
  • Downloadable resources
  • Q&A sessions with experts

What you will learn

01

High-Performance Computing Fundamentals

02

Pythons packages for Non-linear Optimization

03

Simple Constrained minimization problem

04

Industrail Case Study : Optimizing Power Grid Distribution

05

Techniques to linearize Non-linear Equation

06

Non-linear Programming in ML

Course Curriculum

5 Modules      |    11 Sessions     |    1 hr 23 min Total Time  

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Introduction to Non Linear Programming

Sessions: 2| Time: 7 min expand_more

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Non Linear Programming Techniques

Sessions: 3| Time: 27 min expand_more

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Python Packages for Non Linear Programming

Sessions: 1| Time: 4 min expand_more

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Practical Coding Examples

Sessions: 2| Time: 18 min expand_more

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Project: Optimizing Power Grid Distribution

Sessions: 3| Time: 27 min expand_more

Requirements

  • Courses Page1 Basic Maths and Logical Reasoning
  • Courses Page1 Curiosity about Data Science
  • Courses Page1 Learning Mindset

Who should attend this course?

  • Future Data Scientists and ML Engineers

  • Product Managers, Program Managers, Scrum Masters working in ML/Data science project

  • Software/Data engineers interested in quantitative analysis

  • Software engineers interfacing with data science team

  • Executives who have to lead or interact with Data Scientists

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

  • 10K+students

  • 15+ Courses

Validity Period: 365 days

Already Subscribed? Click here to access your courses

  •  Workshop Certificate
  • Code Walkthroughs
  • Practice Data
  • Money Back if not satisfied
  • Algorithms explanation
  • 2h 26m of Self-paced videos
  • Downloadable resources
  • Q&A sessions with experts