• Free

Gaussian Processes

  • Course
  • 20 Lessons

Gaussian processes are an incredible tool for modeling and optimization, but challenging mathematics and difficulty scaling to larger datasets prevent their wider adoption in practice. In this course, we'll build an understanding of how to use Gaussian processes effectively in real-world scenarios and which approaches work best when faced with big data sets.

Contents

About this Course

Welcome to the Course
Preview
Applications of Gaussian Processes
Preview
Challenges with Gaussian Processes
Preview
Advances In Gaussian Processes
Preview
Who's This Course For?
Preview
Course Outline
Preview
Lesson Feedback

Resources

Discourse Community Invite
Github Repository

Art Class

Learning how GPs are different through the beauty of art

Introduction
Linear Models
Wiggly Models
A New Way of Making Art
Kernel Functions
Your First GP
Lesson Recap
Lesson References
Lesson Feedback

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