0

(

ratings

)

1

students

Created by:

Profile Photo

Last updated:

September 25, 2023

Duration:

Unlimited Duration

FREE

This course includes:

Unlimited Duration

Badge on Completion

Certificate of completion

Unlimited Duration

Description

Optimization for Machine Learning by S.V.N. Vishwanathan - Machine Learning Summer School at Purdue, 2011.

Machine learning poses data driven optimization problems. Computing the function value and gradients for these problems is challenging because they often involves thousands of variables and millions of training data points. This can often be cast as a convex optimization problem. Therefore, a lot of recent research has focused on designing specialized optimization algorithms for such problems. In this talk, I will present a high level overview of a few such algorithm that were recently developed. The talk will be broadly accessible and will have plenty of fun pictures and illustrations!

Course Curriculum

  • Lecture 1 – Introduction to Convexity Unlimited
  • Lecture 2 – Introduction to Convexity, Support Vector Machine Training Unlimited
  • Lecture 3 – Bundle Methods Unlimited
  • Lecture 4 – Bundle Methods, Quasi-Newton Methods Unlimited
  • Lecture 5 – Quasi-Newton Methods Unlimited

About the instructor

5 5

Instructor Rating

6

Reviews

4637

Courses

24151

Students

Profile Photo
OpenCoursa
We are an educational and skills marketplace to accommodate the needs of skills enhancement and free equal education across the globe to the millions. We are bringing courses and trainings every single day for our users. We welcome everyone woth all ages, all background to learn. There is so much available to learn and deliver to the people.